In this project, you'll use generative adversarial networks to generate new images of faces.
You'll be using two datasets in this project:
Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.
If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".
data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data Found celeba Data
show_n_images = 25
"""
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"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 'L', 28, 28)
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
<matplotlib.image.AxesImage at 0x7fa46371c400>
The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.
show_n_images = 25
"""
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"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 'RGB', 28, 28)
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
<matplotlib.image.AxesImage at 0x7fa46364c7b8>
Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.
The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).
You'll build the components necessary to build a GANs by implementing the following functions below:
model_inputsdiscriminatorgeneratormodel_lossmodel_opttrainThis will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
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"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer. You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.3.0 Default GPU Device: /gpu:0
Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:
image_width, image_height, and image_channels.z_dim.Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)
import problem_unittests as tests
def model_inputs(image_width, image_height, image_channels, z_dim):
"""
Create the model inputs
:param image_width: The input image width
:param image_height: The input image height
:param image_channels: The number of image channels
:param z_dim: The dimension of Z
:return: Tuple of (tensor of real input images, tensor of z data, learning rate)
"""
input_real = tf.placeholder(dtype=tf.float32,
shape=(None, image_width, image_height, image_channels),
name='input_real')
input_z = tf.placeholder(dtype=tf.float32,
shape=(None, z_dim),
name='input_z')
learning_rate = tf.placeholder(dtype=tf.float32, shape=(), name='learning_rate')
return input_real, input_z, learning_rate
"""
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"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).
def discriminator(images, reuse=False):
"""
Create the discriminator network
:param images: Tensor of input image(s)
:param reuse: Boolean if the weights should be reused
:return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
"""
# Leak factor
alpha = 0.2
with tf.variable_scope('discriminator', reuse=reuse):
x1 = tf.layers.conv2d(images, filters=64, kernel_size=5, strides=2, padding='same')
relu1 = tf.maximum(alpha* x1, x1)
x2 = tf.layers.conv2d(relu1, filters=128, kernel_size=5, strides=2, padding='same')
bn2 = tf.layers.batch_normalization(x2, training=True)
relu2 = tf.maximum(alpha * bn2, bn2)
x3 = tf.layers.conv2d(relu2, filters=256, kernel_size=5, strides=2, padding='same')
bn3 = tf.layers.batch_normalization(x3, training=True)
relu3 = tf.maximum(alpha * bn3, bn3)
dropout = tf.layers.dropout(relu3, rate=0.2)
flat = tf.reshape(dropout, (-1, 4 * 4 * 256))
logits = tf.layers.dense(flat, 1)
out = tf.sigmoid(logits)
return out, logits
"""
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"""
tests.test_discriminator(discriminator, tf)
Tests Passed
Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.
def generator(z, out_channel_dim, is_train=True):
"""
Create the generator network
:param z: Input z
:param out_channel_dim: The number of channels in the output image
:param is_train: Boolean if generator is being used for training
:return: The tensor output of the generator
"""
# Leak factor
alpha = 0.2
with tf.variable_scope('generator', reuse=not is_train):
x1 = tf.layers.dense(z, 7 * 7 * 256)
x1 = tf.reshape(x1, (-1, 7, 7, 256))
x1 = tf.layers.batch_normalization(x1, training=is_train)
relu1 = tf.maximum(alpha * x1, x1)
x2 = tf.layers.conv2d_transpose(relu1, filters=128, kernel_size=5, strides=2, padding='same')
x2 = tf.layers.batch_normalization(x2, training=is_train)
relu2 = tf.maximum(alpha * x2, x2)
x3 = tf.layers.conv2d_transpose(relu2, filters=64, kernel_size=5, strides=1, padding='same')
x3 = tf.layers.batch_normalization(x3, training=is_train)
relu3 = tf.maximum(alpha * x3, x3)
dropout = tf.layers.dropout(relu3, rate=0.4)
logits = tf.layers.conv2d_transpose(dropout, filters=out_channel_dim, kernel_size=5, strides=2, padding='same')
out = tf.tanh(logits)
return out
"""
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"""
tests.test_generator(generator, tf)
Tests Passed
Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:
discriminator(images, reuse=False)generator(z, out_channel_dim, is_train=True)def model_loss(input_real, input_z, out_channel_dim):
"""
Get the loss for the discriminator and generator
:param input_real: Images from the real dataset
:param input_z: Z input
:param out_channel_dim: The number of channels in the output image
:return: A tuple of (discriminator loss, generator loss)
"""
g_model = generator(input_z, out_channel_dim)
d_model_real, d_logits_real = discriminator(input_real)
d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)
smoothing = 0.2
d_loss_real = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(
logits=d_logits_real,
labels=tf.ones_like(d_model_real) * (1 - smoothing)
)
)
d_loss_fake = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(
logits=d_logits_fake,
labels=tf.zeros_like(d_model_fake)
)
)
d_loss = d_loss_real + d_loss_fake
g_loss = tf.reduce_mean(
tf.nn.sigmoid_cross_entropy_with_logits(
logits=d_logits_fake,
labels=tf.ones_like(d_model_fake)
)
)
return d_loss, g_loss
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed
Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).
def model_opt(d_loss, g_loss, learning_rate, beta1):
"""
Get optimization operations
:param d_loss: Discriminator loss Tensor
:param g_loss: Generator loss Tensor
:param learning_rate: Learning Rate Placeholder
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:return: A tuple of (discriminator training operation, generator training operation)
"""
t_vars = tf.trainable_variables()
g_vars = [x for x in t_vars if x.name.startswith('generator')]
d_vars = [x for x in t_vars if x.name.startswith('discriminator')]
with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1).minimize(d_loss, var_list=d_vars)
g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1).minimize(g_loss, var_list=g_vars)
return d_train_opt, g_train_opt
"""
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"""
tests.test_model_opt(model_opt, tf)
Tests Passed
"""
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"""
import numpy as np
def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
"""
Show example output for the generator
:param sess: TensorFlow session
:param n_images: Number of Images to display
:param input_z: Input Z Tensor
:param out_channel_dim: The number of channels in the output image
:param image_mode: The mode to use for images ("RGB" or "L")
"""
cmap = None if image_mode == 'RGB' else 'gray'
z_dim = input_z.get_shape().as_list()[-1]
example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])
samples = sess.run(
generator(input_z, out_channel_dim, False),
feed_dict={input_z: example_z})
images_grid = helper.images_square_grid(samples, image_mode)
pyplot.imshow(images_grid, cmap=cmap)
pyplot.show()
Implement train to build and train the GANs. Use the following functions you implemented:
model_inputs(image_width, image_height, image_channels, z_dim)model_loss(input_real, input_z, out_channel_dim)model_opt(d_loss, g_loss, learning_rate, beta1)Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.
print_every = 10
show_every = 100
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
"""
Train the GAN
:param epoch_count: Number of epochs
:param batch_size: Batch Size
:param z_dim: Z dimension
:param learning_rate: Learning Rate
:param beta1: The exponential decay rate for the 1st moment in the optimizer
:param get_batches: Function to get batches
:param data_shape: Shape of the data
:param data_image_mode: The image mode to use for images ("RGB" or "L")
"""
_, width, height, channels = data_shape
input_real, input_z, lr = model_inputs(width, height, channels, z_dim)
d_loss, g_loss = model_loss(input_real, input_z, channels)
d_opt, g_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
steps = 0
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for epoch in range(epoch_count):
for batch_images in get_batches(batch_size):
# Get images and rescale to pass to D
batch_images = batch_images * 2
# Sample random noise for G
batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
sess.run(d_opt, feed_dict={input_real: batch_images,
input_z: batch_z,
lr: learning_rate})
sess.run(g_opt, feed_dict={input_real: batch_images,
input_z: batch_z,
lr: learning_rate})
steps += 1
if steps % print_every == 0:
train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
train_loss_g = g_loss.eval({input_z: batch_z})
print("Epoch {}/{}...".format(epoch + 1, epoch_count),
"Discriminator Loss: {:.4f}...".format(train_loss_d),
"Generator Loss: {:.4f}".format(train_loss_g))
if steps % show_every == 0:
show_generator_output(sess, show_n_images, input_z, channels, data_image_mode)
Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2
mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/2... Discriminator Loss: 1.2561... Generator Loss: 0.7834 Epoch 1/2... Discriminator Loss: 1.2100... Generator Loss: 1.2012 Epoch 1/2... Discriminator Loss: 1.4756... Generator Loss: 3.5894 Epoch 1/2... Discriminator Loss: 1.1350... Generator Loss: 1.1811 Epoch 1/2... Discriminator Loss: 1.7500... Generator Loss: 0.4468 Epoch 1/2... Discriminator Loss: 1.2368... Generator Loss: 1.0447 Epoch 1/2... Discriminator Loss: 1.2499... Generator Loss: 0.9509 Epoch 1/2... Discriminator Loss: 1.4649... Generator Loss: 0.6574 Epoch 1/2... Discriminator Loss: 1.0131... Generator Loss: 1.2303 Epoch 1/2... Discriminator Loss: 1.4297... Generator Loss: 0.6649
Epoch 1/2... Discriminator Loss: 0.9872... Generator Loss: 1.7745 Epoch 1/2... Discriminator Loss: 1.0758... Generator Loss: 1.0959 Epoch 1/2... Discriminator Loss: 1.7663... Generator Loss: 3.0603 Epoch 1/2... Discriminator Loss: 1.3351... Generator Loss: 0.6670 Epoch 1/2... Discriminator Loss: 1.0630... Generator Loss: 1.1553 Epoch 1/2... Discriminator Loss: 1.8681... Generator Loss: 0.3571 Epoch 1/2... Discriminator Loss: 1.0458... Generator Loss: 1.1649 Epoch 1/2... Discriminator Loss: 0.9027... Generator Loss: 1.4220 Epoch 1/2... Discriminator Loss: 0.9770... Generator Loss: 1.2513 Epoch 1/2... Discriminator Loss: 1.2006... Generator Loss: 0.7969
Epoch 1/2... Discriminator Loss: 0.8992... Generator Loss: 1.4126 Epoch 1/2... Discriminator Loss: 0.8566... Generator Loss: 1.5137 Epoch 1/2... Discriminator Loss: 0.9061... Generator Loss: 2.2300 Epoch 1/2... Discriminator Loss: 1.0408... Generator Loss: 1.0740 Epoch 1/2... Discriminator Loss: 0.8708... Generator Loss: 1.5822 Epoch 1/2... Discriminator Loss: 1.6744... Generator Loss: 0.4567 Epoch 1/2... Discriminator Loss: 1.0358... Generator Loss: 1.0546 Epoch 1/2... Discriminator Loss: 0.9015... Generator Loss: 1.5256 Epoch 1/2... Discriminator Loss: 1.1228... Generator Loss: 0.9188 Epoch 1/2... Discriminator Loss: 0.8588... Generator Loss: 1.9153
Epoch 1/2... Discriminator Loss: 0.8845... Generator Loss: 1.4992 Epoch 1/2... Discriminator Loss: 1.0092... Generator Loss: 1.3499 Epoch 1/2... Discriminator Loss: 1.0068... Generator Loss: 1.1574 Epoch 1/2... Discriminator Loss: 0.8492... Generator Loss: 1.5077 Epoch 1/2... Discriminator Loss: 0.9374... Generator Loss: 2.9482 Epoch 1/2... Discriminator Loss: 1.2580... Generator Loss: 0.8091 Epoch 1/2... Discriminator Loss: 0.9110... Generator Loss: 1.2833 Epoch 1/2... Discriminator Loss: 0.7927... Generator Loss: 1.5585 Epoch 1/2... Discriminator Loss: 0.8132... Generator Loss: 1.4413 Epoch 1/2... Discriminator Loss: 1.1653... Generator Loss: 0.9289
Epoch 1/2... Discriminator Loss: 0.9136... Generator Loss: 1.2809 Epoch 1/2... Discriminator Loss: 1.1015... Generator Loss: 0.8742 Epoch 1/2... Discriminator Loss: 1.0222... Generator Loss: 1.0059 Epoch 1/2... Discriminator Loss: 0.7891... Generator Loss: 1.8746 Epoch 1/2... Discriminator Loss: 0.8203... Generator Loss: 2.3413 Epoch 1/2... Discriminator Loss: 0.7869... Generator Loss: 1.8051 Epoch 1/2... Discriminator Loss: 1.0106... Generator Loss: 1.0803 Epoch 1/2... Discriminator Loss: 0.8565... Generator Loss: 1.5013 Epoch 1/2... Discriminator Loss: 0.9238... Generator Loss: 2.9801 Epoch 1/2... Discriminator Loss: 1.2626... Generator Loss: 0.6856
Epoch 1/2... Discriminator Loss: 0.8394... Generator Loss: 1.9434 Epoch 1/2... Discriminator Loss: 0.9788... Generator Loss: 1.1679 Epoch 1/2... Discriminator Loss: 1.1721... Generator Loss: 0.9097 Epoch 1/2... Discriminator Loss: 0.7885... Generator Loss: 1.6250 Epoch 1/2... Discriminator Loss: 0.8152... Generator Loss: 2.2291 Epoch 1/2... Discriminator Loss: 0.8530... Generator Loss: 1.4635 Epoch 1/2... Discriminator Loss: 0.9104... Generator Loss: 1.2504 Epoch 1/2... Discriminator Loss: 1.0736... Generator Loss: 2.0723 Epoch 1/2... Discriminator Loss: 0.7918... Generator Loss: 2.6051 Epoch 1/2... Discriminator Loss: 0.9725... Generator Loss: 1.2400
Epoch 1/2... Discriminator Loss: 1.0230... Generator Loss: 1.0286 Epoch 1/2... Discriminator Loss: 0.9314... Generator Loss: 2.0791 Epoch 1/2... Discriminator Loss: 0.9486... Generator Loss: 1.2993 Epoch 1/2... Discriminator Loss: 1.1986... Generator Loss: 0.8365 Epoch 1/2... Discriminator Loss: 0.8121... Generator Loss: 2.1644 Epoch 1/2... Discriminator Loss: 0.7922... Generator Loss: 2.0818 Epoch 1/2... Discriminator Loss: 1.1618... Generator Loss: 0.8641 Epoch 1/2... Discriminator Loss: 1.0717... Generator Loss: 1.0113 Epoch 1/2... Discriminator Loss: 1.0843... Generator Loss: 0.9073 Epoch 1/2... Discriminator Loss: 0.9392... Generator Loss: 1.1744
Epoch 1/2... Discriminator Loss: 0.9363... Generator Loss: 1.3435 Epoch 1/2... Discriminator Loss: 0.9559... Generator Loss: 1.6013 Epoch 1/2... Discriminator Loss: 0.8809... Generator Loss: 2.1487 Epoch 1/2... Discriminator Loss: 0.8438... Generator Loss: 1.4397 Epoch 1/2... Discriminator Loss: 0.9071... Generator Loss: 1.4686 Epoch 1/2... Discriminator Loss: 1.0012... Generator Loss: 1.3257 Epoch 1/2... Discriminator Loss: 0.9667... Generator Loss: 1.1300 Epoch 1/2... Discriminator Loss: 0.8729... Generator Loss: 2.1002 Epoch 1/2... Discriminator Loss: 0.7732... Generator Loss: 1.9970 Epoch 1/2... Discriminator Loss: 1.3301... Generator Loss: 0.7719
Epoch 1/2... Discriminator Loss: 0.9791... Generator Loss: 1.1511 Epoch 1/2... Discriminator Loss: 0.9534... Generator Loss: 1.1419 Epoch 1/2... Discriminator Loss: 0.9987... Generator Loss: 1.3188 Epoch 1/2... Discriminator Loss: 1.3901... Generator Loss: 0.6340 Epoch 1/2... Discriminator Loss: 1.0429... Generator Loss: 1.3172 Epoch 1/2... Discriminator Loss: 0.9490... Generator Loss: 1.2309 Epoch 1/2... Discriminator Loss: 0.9982... Generator Loss: 1.2056 Epoch 1/2... Discriminator Loss: 0.9243... Generator Loss: 1.4850 Epoch 1/2... Discriminator Loss: 1.3790... Generator Loss: 2.7051 Epoch 1/2... Discriminator Loss: 0.9152... Generator Loss: 1.2787
Epoch 1/2... Discriminator Loss: 1.6037... Generator Loss: 0.5599 Epoch 1/2... Discriminator Loss: 0.9225... Generator Loss: 1.4237 Epoch 1/2... Discriminator Loss: 0.9803... Generator Loss: 1.4341 Epoch 1/2... Discriminator Loss: 0.8672... Generator Loss: 1.3311 Epoch 1/2... Discriminator Loss: 1.1211... Generator Loss: 0.8600 Epoch 1/2... Discriminator Loss: 0.9457... Generator Loss: 1.6562 Epoch 1/2... Discriminator Loss: 1.3943... Generator Loss: 0.6031 Epoch 1/2... Discriminator Loss: 1.0459... Generator Loss: 0.9400 Epoch 1/2... Discriminator Loss: 1.1713... Generator Loss: 0.8541 Epoch 1/2... Discriminator Loss: 1.1710... Generator Loss: 0.7907
Epoch 1/2... Discriminator Loss: 1.0229... Generator Loss: 1.0083 Epoch 1/2... Discriminator Loss: 1.0771... Generator Loss: 0.9819 Epoch 1/2... Discriminator Loss: 0.8960... Generator Loss: 1.4225 Epoch 1/2... Discriminator Loss: 1.2026... Generator Loss: 0.8400 Epoch 1/2... Discriminator Loss: 1.1269... Generator Loss: 0.9579 Epoch 1/2... Discriminator Loss: 1.0052... Generator Loss: 1.2405 Epoch 1/2... Discriminator Loss: 1.2391... Generator Loss: 0.8225 Epoch 1/2... Discriminator Loss: 1.0553... Generator Loss: 1.0450 Epoch 1/2... Discriminator Loss: 1.0792... Generator Loss: 2.1638 Epoch 1/2... Discriminator Loss: 0.8764... Generator Loss: 1.8201
Epoch 1/2... Discriminator Loss: 0.8959... Generator Loss: 2.0207 Epoch 1/2... Discriminator Loss: 0.8739... Generator Loss: 1.4198 Epoch 1/2... Discriminator Loss: 1.1838... Generator Loss: 0.8949 Epoch 1/2... Discriminator Loss: 0.9794... Generator Loss: 1.1392 Epoch 1/2... Discriminator Loss: 1.0163... Generator Loss: 1.1856 Epoch 1/2... Discriminator Loss: 1.5371... Generator Loss: 0.4930 Epoch 1/2... Discriminator Loss: 1.1940... Generator Loss: 0.8723 Epoch 1/2... Discriminator Loss: 0.9885... Generator Loss: 1.1328 Epoch 1/2... Discriminator Loss: 1.0206... Generator Loss: 1.2008 Epoch 1/2... Discriminator Loss: 0.8093... Generator Loss: 1.4679
Epoch 1/2... Discriminator Loss: 1.1301... Generator Loss: 1.0469 Epoch 1/2... Discriminator Loss: 0.9876... Generator Loss: 1.0812 Epoch 1/2... Discriminator Loss: 1.1430... Generator Loss: 0.8379 Epoch 1/2... Discriminator Loss: 0.9936... Generator Loss: 1.1107 Epoch 1/2... Discriminator Loss: 1.0287... Generator Loss: 0.9833 Epoch 1/2... Discriminator Loss: 1.0699... Generator Loss: 0.9593 Epoch 1/2... Discriminator Loss: 0.9378... Generator Loss: 1.1331 Epoch 1/2... Discriminator Loss: 0.9100... Generator Loss: 1.3295 Epoch 1/2... Discriminator Loss: 0.9762... Generator Loss: 2.4185 Epoch 1/2... Discriminator Loss: 1.4853... Generator Loss: 0.5927
Epoch 1/2... Discriminator Loss: 0.9693... Generator Loss: 1.3401 Epoch 1/2... Discriminator Loss: 1.0357... Generator Loss: 0.9658 Epoch 1/2... Discriminator Loss: 1.0189... Generator Loss: 1.5659 Epoch 1/2... Discriminator Loss: 0.9013... Generator Loss: 1.5655 Epoch 1/2... Discriminator Loss: 1.0694... Generator Loss: 1.8828 Epoch 1/2... Discriminator Loss: 0.9497... Generator Loss: 1.6079 Epoch 1/2... Discriminator Loss: 0.9304... Generator Loss: 1.2371 Epoch 1/2... Discriminator Loss: 0.9730... Generator Loss: 1.1610 Epoch 1/2... Discriminator Loss: 1.0043... Generator Loss: 1.4104 Epoch 1/2... Discriminator Loss: 1.3580... Generator Loss: 0.6839
Epoch 1/2... Discriminator Loss: 0.9202... Generator Loss: 1.9996 Epoch 1/2... Discriminator Loss: 0.7464... Generator Loss: 2.2332 Epoch 1/2... Discriminator Loss: 1.5685... Generator Loss: 0.5093 Epoch 1/2... Discriminator Loss: 0.9820... Generator Loss: 1.1862 Epoch 1/2... Discriminator Loss: 1.2092... Generator Loss: 1.0255 Epoch 1/2... Discriminator Loss: 1.3109... Generator Loss: 0.6776 Epoch 1/2... Discriminator Loss: 0.9842... Generator Loss: 1.0719 Epoch 1/2... Discriminator Loss: 1.4902... Generator Loss: 0.6519 Epoch 1/2... Discriminator Loss: 0.8602... Generator Loss: 1.6035 Epoch 1/2... Discriminator Loss: 1.3759... Generator Loss: 0.6854
Epoch 1/2... Discriminator Loss: 0.9468... Generator Loss: 1.1897 Epoch 1/2... Discriminator Loss: 0.8958... Generator Loss: 1.2811 Epoch 1/2... Discriminator Loss: 1.0098... Generator Loss: 1.0267 Epoch 1/2... Discriminator Loss: 1.0207... Generator Loss: 1.2141 Epoch 1/2... Discriminator Loss: 1.3459... Generator Loss: 0.7167 Epoch 1/2... Discriminator Loss: 0.9109... Generator Loss: 1.2698 Epoch 1/2... Discriminator Loss: 0.9787... Generator Loss: 1.1027 Epoch 1/2... Discriminator Loss: 1.0679... Generator Loss: 0.8934 Epoch 1/2... Discriminator Loss: 0.8259... Generator Loss: 1.4707 Epoch 1/2... Discriminator Loss: 0.9783... Generator Loss: 1.1023
Epoch 1/2... Discriminator Loss: 1.3002... Generator Loss: 0.6698 Epoch 1/2... Discriminator Loss: 0.7526... Generator Loss: 1.7196 Epoch 1/2... Discriminator Loss: 1.3170... Generator Loss: 0.7672 Epoch 1/2... Discriminator Loss: 0.8170... Generator Loss: 1.6047 Epoch 1/2... Discriminator Loss: 0.9907... Generator Loss: 1.1564 Epoch 1/2... Discriminator Loss: 1.1776... Generator Loss: 0.9116 Epoch 1/2... Discriminator Loss: 1.1618... Generator Loss: 0.8928 Epoch 1/2... Discriminator Loss: 0.7758... Generator Loss: 2.1869 Epoch 1/2... Discriminator Loss: 0.8343... Generator Loss: 2.0930 Epoch 1/2... Discriminator Loss: 0.8069... Generator Loss: 1.6263
Epoch 1/2... Discriminator Loss: 1.3867... Generator Loss: 0.6787 Epoch 1/2... Discriminator Loss: 0.8762... Generator Loss: 1.4264 Epoch 1/2... Discriminator Loss: 0.8944... Generator Loss: 1.7128 Epoch 1/2... Discriminator Loss: 0.9369... Generator Loss: 1.2214 Epoch 1/2... Discriminator Loss: 1.0574... Generator Loss: 0.9624 Epoch 1/2... Discriminator Loss: 1.0235... Generator Loss: 1.1484 Epoch 1/2... Discriminator Loss: 2.0990... Generator Loss: 0.3302 Epoch 1/2... Discriminator Loss: 1.0318... Generator Loss: 1.1657 Epoch 1/2... Discriminator Loss: 1.1115... Generator Loss: 0.9664 Epoch 1/2... Discriminator Loss: 0.9193... Generator Loss: 1.2607
Epoch 1/2... Discriminator Loss: 0.9741... Generator Loss: 1.1784 Epoch 1/2... Discriminator Loss: 0.8741... Generator Loss: 1.3265 Epoch 1/2... Discriminator Loss: 0.8545... Generator Loss: 1.7707 Epoch 1/2... Discriminator Loss: 1.2239... Generator Loss: 0.8763 Epoch 1/2... Discriminator Loss: 0.9629... Generator Loss: 1.1486 Epoch 1/2... Discriminator Loss: 1.0312... Generator Loss: 0.9770 Epoch 1/2... Discriminator Loss: 1.2026... Generator Loss: 0.8572 Epoch 1/2... Discriminator Loss: 0.8520... Generator Loss: 1.4279 Epoch 1/2... Discriminator Loss: 1.0620... Generator Loss: 1.2991 Epoch 1/2... Discriminator Loss: 0.6890... Generator Loss: 2.0516
Epoch 1/2... Discriminator Loss: 1.2014... Generator Loss: 0.7685 Epoch 1/2... Discriminator Loss: 1.0867... Generator Loss: 2.0812 Epoch 1/2... Discriminator Loss: 1.2296... Generator Loss: 0.7838 Epoch 1/2... Discriminator Loss: 1.0530... Generator Loss: 0.9784 Epoch 1/2... Discriminator Loss: 0.9936... Generator Loss: 1.6927 Epoch 1/2... Discriminator Loss: 0.9477... Generator Loss: 1.1542 Epoch 1/2... Discriminator Loss: 0.9778... Generator Loss: 1.1601 Epoch 1/2... Discriminator Loss: 0.9782... Generator Loss: 1.1529 Epoch 1/2... Discriminator Loss: 1.0197... Generator Loss: 1.4306 Epoch 1/2... Discriminator Loss: 0.8522... Generator Loss: 1.3883
Epoch 1/2... Discriminator Loss: 1.0625... Generator Loss: 0.9694 Epoch 1/2... Discriminator Loss: 1.0545... Generator Loss: 1.9553 Epoch 1/2... Discriminator Loss: 1.3530... Generator Loss: 0.6550 Epoch 1/2... Discriminator Loss: 1.2295... Generator Loss: 0.9023 Epoch 1/2... Discriminator Loss: 1.0442... Generator Loss: 0.9971 Epoch 1/2... Discriminator Loss: 0.7706... Generator Loss: 1.7269 Epoch 1/2... Discriminator Loss: 0.7703... Generator Loss: 1.7840 Epoch 1/2... Discriminator Loss: 1.2027... Generator Loss: 0.8034 Epoch 1/2... Discriminator Loss: 0.8322... Generator Loss: 1.5523 Epoch 1/2... Discriminator Loss: 1.2126... Generator Loss: 0.8081
Epoch 1/2... Discriminator Loss: 0.9215... Generator Loss: 1.2298 Epoch 1/2... Discriminator Loss: 0.9460... Generator Loss: 1.2345 Epoch 1/2... Discriminator Loss: 1.1017... Generator Loss: 0.8787 Epoch 1/2... Discriminator Loss: 1.8456... Generator Loss: 0.3828 Epoch 1/2... Discriminator Loss: 1.0501... Generator Loss: 0.9614 Epoch 1/2... Discriminator Loss: 1.0822... Generator Loss: 0.9688 Epoch 1/2... Discriminator Loss: 1.2105... Generator Loss: 0.8301 Epoch 1/2... Discriminator Loss: 0.9402... Generator Loss: 1.1648 Epoch 1/2... Discriminator Loss: 0.9270... Generator Loss: 1.3597 Epoch 1/2... Discriminator Loss: 0.7972... Generator Loss: 1.7311
Epoch 1/2... Discriminator Loss: 0.6681... Generator Loss: 2.3548 Epoch 1/2... Discriminator Loss: 1.2392... Generator Loss: 0.7661 Epoch 1/2... Discriminator Loss: 1.0523... Generator Loss: 1.0217 Epoch 1/2... Discriminator Loss: 0.9119... Generator Loss: 1.5854 Epoch 1/2... Discriminator Loss: 0.9470... Generator Loss: 1.3077 Epoch 1/2... Discriminator Loss: 1.5388... Generator Loss: 0.5131 Epoch 1/2... Discriminator Loss: 0.8585... Generator Loss: 1.3873 Epoch 1/2... Discriminator Loss: 0.8282... Generator Loss: 1.4328 Epoch 1/2... Discriminator Loss: 1.3628... Generator Loss: 0.6850 Epoch 1/2... Discriminator Loss: 1.2162... Generator Loss: 1.0450
Epoch 1/2... Discriminator Loss: 1.0209... Generator Loss: 1.0815 Epoch 1/2... Discriminator Loss: 0.7349... Generator Loss: 2.0197 Epoch 1/2... Discriminator Loss: 0.8059... Generator Loss: 1.5413 Epoch 1/2... Discriminator Loss: 0.8503... Generator Loss: 1.3872 Epoch 1/2... Discriminator Loss: 1.0010... Generator Loss: 1.0842 Epoch 1/2... Discriminator Loss: 1.6153... Generator Loss: 0.6127 Epoch 1/2... Discriminator Loss: 1.2626... Generator Loss: 0.8067 Epoch 1/2... Discriminator Loss: 1.2362... Generator Loss: 0.8550 Epoch 1/2... Discriminator Loss: 0.8158... Generator Loss: 1.4691 Epoch 1/2... Discriminator Loss: 0.7299... Generator Loss: 1.7932
Epoch 1/2... Discriminator Loss: 0.8575... Generator Loss: 1.4231 Epoch 1/2... Discriminator Loss: 1.3856... Generator Loss: 0.6787 Epoch 1/2... Discriminator Loss: 0.8348... Generator Loss: 2.7929 Epoch 1/2... Discriminator Loss: 0.9836... Generator Loss: 1.2935 Epoch 1/2... Discriminator Loss: 0.8572... Generator Loss: 1.3327 Epoch 1/2... Discriminator Loss: 1.3045... Generator Loss: 0.6500 Epoch 1/2... Discriminator Loss: 0.9189... Generator Loss: 1.3554 Epoch 1/2... Discriminator Loss: 0.7844... Generator Loss: 1.8629 Epoch 1/2... Discriminator Loss: 0.8756... Generator Loss: 1.8571 Epoch 1/2... Discriminator Loss: 1.1631... Generator Loss: 0.8198
Epoch 1/2... Discriminator Loss: 0.7584... Generator Loss: 1.6727 Epoch 1/2... Discriminator Loss: 0.8204... Generator Loss: 1.5299 Epoch 1/2... Discriminator Loss: 0.8826... Generator Loss: 1.4278 Epoch 1/2... Discriminator Loss: 1.0038... Generator Loss: 1.0618 Epoch 1/2... Discriminator Loss: 0.7817... Generator Loss: 1.6203 Epoch 1/2... Discriminator Loss: 0.9770... Generator Loss: 1.1435 Epoch 1/2... Discriminator Loss: 1.3019... Generator Loss: 0.6925 Epoch 1/2... Discriminator Loss: 0.9072... Generator Loss: 1.5796 Epoch 1/2... Discriminator Loss: 1.8385... Generator Loss: 0.4423 Epoch 1/2... Discriminator Loss: 0.9972... Generator Loss: 1.1365
Epoch 1/2... Discriminator Loss: 0.8055... Generator Loss: 1.5382 Epoch 1/2... Discriminator Loss: 0.9534... Generator Loss: 1.2319 Epoch 1/2... Discriminator Loss: 0.8027... Generator Loss: 1.6122 Epoch 1/2... Discriminator Loss: 0.8868... Generator Loss: 1.2998 Epoch 1/2... Discriminator Loss: 1.4931... Generator Loss: 0.6334 Epoch 1/2... Discriminator Loss: 0.8156... Generator Loss: 1.4610 Epoch 1/2... Discriminator Loss: 0.8938... Generator Loss: 1.2495 Epoch 1/2... Discriminator Loss: 0.8274... Generator Loss: 1.4762 Epoch 1/2... Discriminator Loss: 0.8138... Generator Loss: 1.4500 Epoch 1/2... Discriminator Loss: 0.9992... Generator Loss: 1.0946
Epoch 1/2... Discriminator Loss: 1.2784... Generator Loss: 0.7564 Epoch 1/2... Discriminator Loss: 0.8661... Generator Loss: 1.5662 Epoch 1/2... Discriminator Loss: 0.9549... Generator Loss: 1.1385 Epoch 1/2... Discriminator Loss: 0.9667... Generator Loss: 1.0831 Epoch 1/2... Discriminator Loss: 1.1039... Generator Loss: 0.8890 Epoch 1/2... Discriminator Loss: 0.8456... Generator Loss: 1.4362 Epoch 1/2... Discriminator Loss: 0.9377... Generator Loss: 1.4120 Epoch 1/2... Discriminator Loss: 0.9990... Generator Loss: 1.1524 Epoch 1/2... Discriminator Loss: 0.7370... Generator Loss: 1.7149 Epoch 1/2... Discriminator Loss: 0.7919... Generator Loss: 1.5367
Epoch 1/2... Discriminator Loss: 0.7646... Generator Loss: 1.7920 Epoch 1/2... Discriminator Loss: 0.7400... Generator Loss: 1.9246 Epoch 1/2... Discriminator Loss: 0.8349... Generator Loss: 1.5414 Epoch 1/2... Discriminator Loss: 0.9047... Generator Loss: 1.3673 Epoch 1/2... Discriminator Loss: 1.1187... Generator Loss: 0.9347 Epoch 1/2... Discriminator Loss: 0.8755... Generator Loss: 1.3549 Epoch 1/2... Discriminator Loss: 0.8753... Generator Loss: 1.3915 Epoch 1/2... Discriminator Loss: 0.8945... Generator Loss: 1.4750 Epoch 1/2... Discriminator Loss: 1.3138... Generator Loss: 2.0416 Epoch 1/2... Discriminator Loss: 0.8073... Generator Loss: 1.4922
Epoch 1/2... Discriminator Loss: 0.9510... Generator Loss: 1.1511 Epoch 1/2... Discriminator Loss: 0.9041... Generator Loss: 1.2520 Epoch 1/2... Discriminator Loss: 0.8555... Generator Loss: 1.3675 Epoch 1/2... Discriminator Loss: 0.7878... Generator Loss: 1.9404 Epoch 1/2... Discriminator Loss: 0.8432... Generator Loss: 1.4783 Epoch 1/2... Discriminator Loss: 0.8995... Generator Loss: 1.2760 Epoch 1/2... Discriminator Loss: 0.7822... Generator Loss: 2.3166 Epoch 1/2... Discriminator Loss: 0.8515... Generator Loss: 1.3747 Epoch 1/2... Discriminator Loss: 1.3203... Generator Loss: 0.6343 Epoch 1/2... Discriminator Loss: 0.8167... Generator Loss: 1.9870
Epoch 1/2... Discriminator Loss: 0.8292... Generator Loss: 1.5261 Epoch 1/2... Discriminator Loss: 0.9432... Generator Loss: 1.2690 Epoch 1/2... Discriminator Loss: 0.7275... Generator Loss: 2.0334 Epoch 1/2... Discriminator Loss: 0.8072... Generator Loss: 1.7854 Epoch 1/2... Discriminator Loss: 1.1428... Generator Loss: 0.8930 Epoch 1/2... Discriminator Loss: 0.8130... Generator Loss: 1.5389 Epoch 1/2... Discriminator Loss: 1.0321... Generator Loss: 1.0810 Epoch 1/2... Discriminator Loss: 0.7993... Generator Loss: 1.4619 Epoch 1/2... Discriminator Loss: 0.9390... Generator Loss: 2.3394 Epoch 1/2... Discriminator Loss: 1.7180... Generator Loss: 0.4582
Epoch 1/2... Discriminator Loss: 1.1366... Generator Loss: 0.8745 Epoch 1/2... Discriminator Loss: 0.9581... Generator Loss: 1.1293 Epoch 1/2... Discriminator Loss: 0.7396... Generator Loss: 2.0823 Epoch 1/2... Discriminator Loss: 1.4211... Generator Loss: 0.7235 Epoch 1/2... Discriminator Loss: 0.8994... Generator Loss: 1.3498 Epoch 1/2... Discriminator Loss: 1.0368... Generator Loss: 1.0449 Epoch 1/2... Discriminator Loss: 0.7428... Generator Loss: 1.9888 Epoch 1/2... Discriminator Loss: 1.2516... Generator Loss: 0.7404 Epoch 1/2... Discriminator Loss: 0.9498... Generator Loss: 1.1916 Epoch 1/2... Discriminator Loss: 0.8551... Generator Loss: 1.4353
Epoch 1/2... Discriminator Loss: 1.0079... Generator Loss: 1.0481 Epoch 1/2... Discriminator Loss: 1.2363... Generator Loss: 0.7969 Epoch 1/2... Discriminator Loss: 1.1088... Generator Loss: 0.8736 Epoch 1/2... Discriminator Loss: 0.7647... Generator Loss: 1.5924 Epoch 1/2... Discriminator Loss: 0.7446... Generator Loss: 1.7599 Epoch 1/2... Discriminator Loss: 0.8725... Generator Loss: 1.3750 Epoch 1/2... Discriminator Loss: 1.1418... Generator Loss: 0.8154 Epoch 1/2... Discriminator Loss: 0.9366... Generator Loss: 1.1570 Epoch 1/2... Discriminator Loss: 1.0912... Generator Loss: 0.9874 Epoch 1/2... Discriminator Loss: 0.8631... Generator Loss: 1.5310
Epoch 1/2... Discriminator Loss: 0.8762... Generator Loss: 1.3893 Epoch 1/2... Discriminator Loss: 0.8943... Generator Loss: 1.2465 Epoch 1/2... Discriminator Loss: 0.7537... Generator Loss: 1.7705 Epoch 1/2... Discriminator Loss: 1.0975... Generator Loss: 0.9451 Epoch 1/2... Discriminator Loss: 1.0056... Generator Loss: 1.2934 Epoch 1/2... Discriminator Loss: 0.9361... Generator Loss: 1.1761 Epoch 1/2... Discriminator Loss: 0.7863... Generator Loss: 2.0233 Epoch 1/2... Discriminator Loss: 0.9055... Generator Loss: 1.2790 Epoch 1/2... Discriminator Loss: 0.7799... Generator Loss: 1.5740 Epoch 1/2... Discriminator Loss: 0.9328... Generator Loss: 1.3441
Epoch 1/2... Discriminator Loss: 0.7034... Generator Loss: 1.9635 Epoch 1/2... Discriminator Loss: 0.7783... Generator Loss: 1.6569 Epoch 1/2... Discriminator Loss: 0.7424... Generator Loss: 1.7371 Epoch 1/2... Discriminator Loss: 0.7754... Generator Loss: 1.6590 Epoch 1/2... Discriminator Loss: 0.7427... Generator Loss: 1.7330 Epoch 1/2... Discriminator Loss: 0.8912... Generator Loss: 1.8342 Epoch 1/2... Discriminator Loss: 1.0439... Generator Loss: 1.2154 Epoch 1/2... Discriminator Loss: 2.2612... Generator Loss: 3.6902 Epoch 1/2... Discriminator Loss: 0.9319... Generator Loss: 1.3003 Epoch 1/2... Discriminator Loss: 0.9920... Generator Loss: 1.0662
Epoch 1/2... Discriminator Loss: 0.7911... Generator Loss: 1.7549 Epoch 1/2... Discriminator Loss: 0.8292... Generator Loss: 1.4501 Epoch 1/2... Discriminator Loss: 1.1950... Generator Loss: 0.8195 Epoch 1/2... Discriminator Loss: 0.7932... Generator Loss: 1.6353 Epoch 1/2... Discriminator Loss: 0.7613... Generator Loss: 1.7806 Epoch 1/2... Discriminator Loss: 0.8345... Generator Loss: 1.5953 Epoch 1/2... Discriminator Loss: 0.7755... Generator Loss: 1.7420 Epoch 1/2... Discriminator Loss: 0.9143... Generator Loss: 1.2631 Epoch 1/2... Discriminator Loss: 1.0215... Generator Loss: 1.0567 Epoch 1/2... Discriminator Loss: 0.9378... Generator Loss: 1.3003
Epoch 1/2... Discriminator Loss: 0.8510... Generator Loss: 1.5058 Epoch 1/2... Discriminator Loss: 1.0262... Generator Loss: 1.0550 Epoch 1/2... Discriminator Loss: 0.8196... Generator Loss: 1.5120 Epoch 1/2... Discriminator Loss: 2.2833... Generator Loss: 0.3593 Epoch 1/2... Discriminator Loss: 1.0138... Generator Loss: 1.1817 Epoch 1/2... Discriminator Loss: 0.9974... Generator Loss: 1.0673 Epoch 1/2... Discriminator Loss: 1.3533... Generator Loss: 0.7003 Epoch 1/2... Discriminator Loss: 0.7405... Generator Loss: 1.6920 Epoch 1/2... Discriminator Loss: 0.9943... Generator Loss: 1.0385 Epoch 1/2... Discriminator Loss: 1.1716... Generator Loss: 2.7188
Epoch 1/2... Discriminator Loss: 1.2141... Generator Loss: 0.7762 Epoch 1/2... Discriminator Loss: 0.8506... Generator Loss: 1.3299 Epoch 1/2... Discriminator Loss: 1.4390... Generator Loss: 0.6747 Epoch 1/2... Discriminator Loss: 0.7436... Generator Loss: 1.6841 Epoch 1/2... Discriminator Loss: 1.3432... Generator Loss: 0.6677 Epoch 2/2... Discriminator Loss: 0.9120... Generator Loss: 1.4610 Epoch 2/2... Discriminator Loss: 0.7805... Generator Loss: 1.7487 Epoch 2/2... Discriminator Loss: 0.6658... Generator Loss: 2.1353 Epoch 2/2... Discriminator Loss: 0.8618... Generator Loss: 1.3981 Epoch 2/2... Discriminator Loss: 1.3970... Generator Loss: 0.6610
Epoch 2/2... Discriminator Loss: 0.9976... Generator Loss: 1.9065 Epoch 2/2... Discriminator Loss: 1.1491... Generator Loss: 0.8323 Epoch 2/2... Discriminator Loss: 0.7919... Generator Loss: 2.6475 Epoch 2/2... Discriminator Loss: 1.1033... Generator Loss: 0.8998 Epoch 2/2... Discriminator Loss: 0.9239... Generator Loss: 1.3887 Epoch 2/2... Discriminator Loss: 0.9651... Generator Loss: 1.0748 Epoch 2/2... Discriminator Loss: 0.8203... Generator Loss: 1.4839 Epoch 2/2... Discriminator Loss: 0.6571... Generator Loss: 2.3506 Epoch 2/2... Discriminator Loss: 1.1019... Generator Loss: 2.3436 Epoch 2/2... Discriminator Loss: 0.7980... Generator Loss: 1.4971
Epoch 2/2... Discriminator Loss: 1.0561... Generator Loss: 1.0812 Epoch 2/2... Discriminator Loss: 0.6818... Generator Loss: 2.2476 Epoch 2/2... Discriminator Loss: 0.8520... Generator Loss: 1.5631 Epoch 2/2... Discriminator Loss: 0.7366... Generator Loss: 1.7675 Epoch 2/2... Discriminator Loss: 1.1903... Generator Loss: 0.7636 Epoch 2/2... Discriminator Loss: 0.7678... Generator Loss: 1.8820 Epoch 2/2... Discriminator Loss: 0.6943... Generator Loss: 2.2153 Epoch 2/2... Discriminator Loss: 0.7495... Generator Loss: 1.7582 Epoch 2/2... Discriminator Loss: 1.1122... Generator Loss: 0.9895 Epoch 2/2... Discriminator Loss: 0.8453... Generator Loss: 1.4242
Epoch 2/2... Discriminator Loss: 0.7286... Generator Loss: 1.8315 Epoch 2/2... Discriminator Loss: 0.9028... Generator Loss: 1.6823 Epoch 2/2... Discriminator Loss: 0.7083... Generator Loss: 1.8751 Epoch 2/2... Discriminator Loss: 0.8778... Generator Loss: 1.3986 Epoch 2/2... Discriminator Loss: 1.2997... Generator Loss: 0.7260 Epoch 2/2... Discriminator Loss: 0.8995... Generator Loss: 1.2355 Epoch 2/2... Discriminator Loss: 1.3645... Generator Loss: 0.6719 Epoch 2/2... Discriminator Loss: 1.0042... Generator Loss: 1.0673 Epoch 2/2... Discriminator Loss: 1.1421... Generator Loss: 0.8936 Epoch 2/2... Discriminator Loss: 0.6447... Generator Loss: 2.3942
Epoch 2/2... Discriminator Loss: 0.9248... Generator Loss: 1.1967 Epoch 2/2... Discriminator Loss: 1.9447... Generator Loss: 0.4143 Epoch 2/2... Discriminator Loss: 1.0694... Generator Loss: 1.1004 Epoch 2/2... Discriminator Loss: 0.8770... Generator Loss: 1.3018 Epoch 2/2... Discriminator Loss: 0.7540... Generator Loss: 1.8022 Epoch 2/2... Discriminator Loss: 0.7341... Generator Loss: 2.5923 Epoch 2/2... Discriminator Loss: 0.7996... Generator Loss: 1.5365 Epoch 2/2... Discriminator Loss: 0.9715... Generator Loss: 1.1045 Epoch 2/2... Discriminator Loss: 0.9554... Generator Loss: 1.4197 Epoch 2/2... Discriminator Loss: 0.7490... Generator Loss: 2.8099
Epoch 2/2... Discriminator Loss: 0.9437... Generator Loss: 1.3032 Epoch 2/2... Discriminator Loss: 1.0621... Generator Loss: 1.0894 Epoch 2/2... Discriminator Loss: 0.7767... Generator Loss: 1.6272 Epoch 2/2... Discriminator Loss: 0.6185... Generator Loss: 2.8213 Epoch 2/2... Discriminator Loss: 1.1704... Generator Loss: 0.9650 Epoch 2/2... Discriminator Loss: 0.9933... Generator Loss: 1.0899 Epoch 2/2... Discriminator Loss: 0.6975... Generator Loss: 2.1599 Epoch 2/2... Discriminator Loss: 1.0895... Generator Loss: 1.0121 Epoch 2/2... Discriminator Loss: 0.8011... Generator Loss: 1.7292 Epoch 2/2... Discriminator Loss: 0.9286... Generator Loss: 1.2988
Epoch 2/2... Discriminator Loss: 0.7618... Generator Loss: 1.6938 Epoch 2/2... Discriminator Loss: 1.0428... Generator Loss: 1.0459 Epoch 2/2... Discriminator Loss: 0.6476... Generator Loss: 2.6518 Epoch 2/2... Discriminator Loss: 0.7233... Generator Loss: 1.9512 Epoch 2/2... Discriminator Loss: 0.7709... Generator Loss: 1.6314 Epoch 2/2... Discriminator Loss: 0.9993... Generator Loss: 1.0984 Epoch 2/2... Discriminator Loss: 0.9082... Generator Loss: 1.3378 Epoch 2/2... Discriminator Loss: 0.8433... Generator Loss: 1.4245 Epoch 2/2... Discriminator Loss: 0.8920... Generator Loss: 1.3941 Epoch 2/2... Discriminator Loss: 0.7609... Generator Loss: 2.7675
Epoch 2/2... Discriminator Loss: 0.6560... Generator Loss: 2.2506 Epoch 2/2... Discriminator Loss: 0.9299... Generator Loss: 1.2539 Epoch 2/2... Discriminator Loss: 0.7668... Generator Loss: 1.8915 Epoch 2/2... Discriminator Loss: 0.9484... Generator Loss: 1.1680 Epoch 2/2... Discriminator Loss: 1.6801... Generator Loss: 0.6514 Epoch 2/2... Discriminator Loss: 0.7667... Generator Loss: 1.6442 Epoch 2/2... Discriminator Loss: 0.7551... Generator Loss: 1.7097 Epoch 2/2... Discriminator Loss: 0.7493... Generator Loss: 1.9428 Epoch 2/2... Discriminator Loss: 0.7178... Generator Loss: 2.1247 Epoch 2/2... Discriminator Loss: 0.8686... Generator Loss: 1.3133
Epoch 2/2... Discriminator Loss: 0.6952... Generator Loss: 1.9782 Epoch 2/2... Discriminator Loss: 1.0762... Generator Loss: 2.1876 Epoch 2/2... Discriminator Loss: 0.8106... Generator Loss: 3.0159 Epoch 2/2... Discriminator Loss: 0.9581... Generator Loss: 1.2091 Epoch 2/2... Discriminator Loss: 0.7345... Generator Loss: 2.0420 Epoch 2/2... Discriminator Loss: 0.6313... Generator Loss: 2.7109 Epoch 2/2... Discriminator Loss: 0.7947... Generator Loss: 1.7737 Epoch 2/2... Discriminator Loss: 1.4198... Generator Loss: 0.6498 Epoch 2/2... Discriminator Loss: 1.0429... Generator Loss: 1.1143 Epoch 2/2... Discriminator Loss: 0.8274... Generator Loss: 1.4100
Epoch 2/2... Discriminator Loss: 0.9340... Generator Loss: 1.1419 Epoch 2/2... Discriminator Loss: 0.8167... Generator Loss: 1.7235 Epoch 2/2... Discriminator Loss: 0.7601... Generator Loss: 1.7972 Epoch 2/2... Discriminator Loss: 0.6791... Generator Loss: 2.2459 Epoch 2/2... Discriminator Loss: 0.8638... Generator Loss: 1.3723 Epoch 2/2... Discriminator Loss: 0.8076... Generator Loss: 1.5451 Epoch 2/2... Discriminator Loss: 0.6432... Generator Loss: 2.4143 Epoch 2/2... Discriminator Loss: 0.8282... Generator Loss: 1.4817 Epoch 2/2... Discriminator Loss: 0.7220... Generator Loss: 1.8251 Epoch 2/2... Discriminator Loss: 0.7234... Generator Loss: 1.9624
Epoch 2/2... Discriminator Loss: 0.8912... Generator Loss: 1.4671 Epoch 2/2... Discriminator Loss: 1.4705... Generator Loss: 0.5786 Epoch 2/2... Discriminator Loss: 0.8052... Generator Loss: 1.5795 Epoch 2/2... Discriminator Loss: 0.9373... Generator Loss: 1.2115 Epoch 2/2... Discriminator Loss: 0.8666... Generator Loss: 1.3439 Epoch 2/2... Discriminator Loss: 0.7423... Generator Loss: 1.8208 Epoch 2/2... Discriminator Loss: 0.9005... Generator Loss: 1.4008 Epoch 2/2... Discriminator Loss: 0.6842... Generator Loss: 1.9913 Epoch 2/2... Discriminator Loss: 0.9654... Generator Loss: 1.1131 Epoch 2/2... Discriminator Loss: 0.7861... Generator Loss: 1.6797
Epoch 2/2... Discriminator Loss: 0.6845... Generator Loss: 1.9994 Epoch 2/2... Discriminator Loss: 0.8328... Generator Loss: 3.1049 Epoch 2/2... Discriminator Loss: 0.7498... Generator Loss: 1.6954 Epoch 2/2... Discriminator Loss: 0.7085... Generator Loss: 2.1639 Epoch 2/2... Discriminator Loss: 0.9715... Generator Loss: 1.2530 Epoch 2/2... Discriminator Loss: 0.7029... Generator Loss: 2.3552 Epoch 2/2... Discriminator Loss: 0.7154... Generator Loss: 1.9840 Epoch 2/2... Discriminator Loss: 0.8138... Generator Loss: 1.4345 Epoch 2/2... Discriminator Loss: 0.8550... Generator Loss: 1.7901 Epoch 2/2... Discriminator Loss: 0.8215... Generator Loss: 1.4114
Epoch 2/2... Discriminator Loss: 0.7148... Generator Loss: 1.8432 Epoch 2/2... Discriminator Loss: 1.1350... Generator Loss: 0.9914 Epoch 2/2... Discriminator Loss: 1.1993... Generator Loss: 0.9270 Epoch 2/2... Discriminator Loss: 0.7097... Generator Loss: 1.9834 Epoch 2/2... Discriminator Loss: 0.8167... Generator Loss: 1.7520 Epoch 2/2... Discriminator Loss: 1.3149... Generator Loss: 0.6760 Epoch 2/2... Discriminator Loss: 0.8575... Generator Loss: 1.4313 Epoch 2/2... Discriminator Loss: 0.8527... Generator Loss: 1.3319 Epoch 2/2... Discriminator Loss: 0.7640... Generator Loss: 1.5799 Epoch 2/2... Discriminator Loss: 0.8533... Generator Loss: 1.3606
Epoch 2/2... Discriminator Loss: 0.7991... Generator Loss: 1.5412 Epoch 2/2... Discriminator Loss: 0.7090... Generator Loss: 1.9105 Epoch 2/2... Discriminator Loss: 0.7074... Generator Loss: 1.9738 Epoch 2/2... Discriminator Loss: 0.7551... Generator Loss: 1.6230 Epoch 2/2... Discriminator Loss: 0.7824... Generator Loss: 1.6367 Epoch 2/2... Discriminator Loss: 1.0508... Generator Loss: 1.2897 Epoch 2/2... Discriminator Loss: 1.0581... Generator Loss: 1.0789 Epoch 2/2... Discriminator Loss: 0.9209... Generator Loss: 2.8986 Epoch 2/2... Discriminator Loss: 0.8117... Generator Loss: 1.7983 Epoch 2/2... Discriminator Loss: 0.8557... Generator Loss: 1.3593
Epoch 2/2... Discriminator Loss: 0.8889... Generator Loss: 1.2537 Epoch 2/2... Discriminator Loss: 0.9555... Generator Loss: 1.2302 Epoch 2/2... Discriminator Loss: 1.0928... Generator Loss: 1.1847 Epoch 2/2... Discriminator Loss: 0.9619... Generator Loss: 1.1861 Epoch 2/2... Discriminator Loss: 1.1756... Generator Loss: 0.8947 Epoch 2/2... Discriminator Loss: 0.8888... Generator Loss: 1.3186 Epoch 2/2... Discriminator Loss: 0.7441... Generator Loss: 1.8825 Epoch 2/2... Discriminator Loss: 1.1901... Generator Loss: 0.8329 Epoch 2/2... Discriminator Loss: 0.9291... Generator Loss: 1.2169 Epoch 2/2... Discriminator Loss: 1.6347... Generator Loss: 0.5810
Epoch 2/2... Discriminator Loss: 0.6865... Generator Loss: 1.8731 Epoch 2/2... Discriminator Loss: 0.7460... Generator Loss: 1.7194 Epoch 2/2... Discriminator Loss: 0.8129... Generator Loss: 1.5880 Epoch 2/2... Discriminator Loss: 0.8207... Generator Loss: 2.4563 Epoch 2/2... Discriminator Loss: 0.9782... Generator Loss: 1.0950 Epoch 2/2... Discriminator Loss: 0.7773... Generator Loss: 1.8676 Epoch 2/2... Discriminator Loss: 0.6604... Generator Loss: 2.3127 Epoch 2/2... Discriminator Loss: 1.8742... Generator Loss: 0.4230 Epoch 2/2... Discriminator Loss: 0.8603... Generator Loss: 1.4806 Epoch 2/2... Discriminator Loss: 0.8623... Generator Loss: 1.3203
Epoch 2/2... Discriminator Loss: 0.9314... Generator Loss: 1.1646 Epoch 2/2... Discriminator Loss: 1.0211... Generator Loss: 1.0395 Epoch 2/2... Discriminator Loss: 0.6701... Generator Loss: 2.2024 Epoch 2/2... Discriminator Loss: 0.7595... Generator Loss: 1.6864 Epoch 2/2... Discriminator Loss: 0.7609... Generator Loss: 1.7919 Epoch 2/2... Discriminator Loss: 0.8076... Generator Loss: 1.5296 Epoch 2/2... Discriminator Loss: 0.7567... Generator Loss: 1.5997 Epoch 2/2... Discriminator Loss: 0.8245... Generator Loss: 1.5729 Epoch 2/2... Discriminator Loss: 0.8647... Generator Loss: 1.3193 Epoch 2/2... Discriminator Loss: 1.2347... Generator Loss: 0.8706
Epoch 2/2... Discriminator Loss: 0.6998... Generator Loss: 1.9332 Epoch 2/2... Discriminator Loss: 0.7883... Generator Loss: 1.5425 Epoch 2/2... Discriminator Loss: 0.8133... Generator Loss: 1.5045 Epoch 2/2... Discriminator Loss: 0.8074... Generator Loss: 1.5066 Epoch 2/2... Discriminator Loss: 0.6238... Generator Loss: 2.6535 Epoch 2/2... Discriminator Loss: 0.7873... Generator Loss: 2.3844 Epoch 2/2... Discriminator Loss: 0.8560... Generator Loss: 1.3299 Epoch 2/2... Discriminator Loss: 0.7025... Generator Loss: 1.9146 Epoch 2/2... Discriminator Loss: 0.8719... Generator Loss: 1.3835 Epoch 2/2... Discriminator Loss: 0.6555... Generator Loss: 2.4665
Epoch 2/2... Discriminator Loss: 1.0022... Generator Loss: 1.0351 Epoch 2/2... Discriminator Loss: 1.1803... Generator Loss: 0.9305 Epoch 2/2... Discriminator Loss: 0.7684... Generator Loss: 1.5759 Epoch 2/2... Discriminator Loss: 0.8254... Generator Loss: 1.4381 Epoch 2/2... Discriminator Loss: 0.7642... Generator Loss: 2.2033 Epoch 2/2... Discriminator Loss: 0.7550... Generator Loss: 1.7083 Epoch 2/2... Discriminator Loss: 0.8512... Generator Loss: 1.3336 Epoch 2/2... Discriminator Loss: 0.7986... Generator Loss: 1.5981 Epoch 2/2... Discriminator Loss: 1.5338... Generator Loss: 0.5904 Epoch 2/2... Discriminator Loss: 0.8577... Generator Loss: 1.4659
Epoch 2/2... Discriminator Loss: 0.8831... Generator Loss: 1.8592 Epoch 2/2... Discriminator Loss: 0.8729... Generator Loss: 1.9538 Epoch 2/2... Discriminator Loss: 0.6700... Generator Loss: 2.3501 Epoch 2/2... Discriminator Loss: 0.6903... Generator Loss: 2.3174 Epoch 2/2... Discriminator Loss: 0.6530... Generator Loss: 2.6768 Epoch 2/2... Discriminator Loss: 0.6200... Generator Loss: 2.6918 Epoch 2/2... Discriminator Loss: 0.7480... Generator Loss: 1.8728 Epoch 2/2... Discriminator Loss: 1.0016... Generator Loss: 1.0340 Epoch 2/2... Discriminator Loss: 0.6418... Generator Loss: 2.1272 Epoch 2/2... Discriminator Loss: 0.7567... Generator Loss: 1.9783
Epoch 2/2... Discriminator Loss: 0.6780... Generator Loss: 2.0824 Epoch 2/2... Discriminator Loss: 0.8166... Generator Loss: 1.4836 Epoch 2/2... Discriminator Loss: 0.6613... Generator Loss: 2.2156 Epoch 2/2... Discriminator Loss: 0.6686... Generator Loss: 2.2887 Epoch 2/2... Discriminator Loss: 0.7725... Generator Loss: 1.9859 Epoch 2/2... Discriminator Loss: 1.0364... Generator Loss: 1.0361 Epoch 2/2... Discriminator Loss: 0.7548... Generator Loss: 1.8367 Epoch 2/2... Discriminator Loss: 0.7092... Generator Loss: 1.9270 Epoch 2/2... Discriminator Loss: 0.7109... Generator Loss: 2.0477 Epoch 2/2... Discriminator Loss: 0.9440... Generator Loss: 1.1874
Epoch 2/2... Discriminator Loss: 0.7332... Generator Loss: 1.8061 Epoch 2/2... Discriminator Loss: 0.7355... Generator Loss: 2.3357 Epoch 2/2... Discriminator Loss: 1.4009... Generator Loss: 0.7147 Epoch 2/2... Discriminator Loss: 1.1352... Generator Loss: 0.9135 Epoch 2/2... Discriminator Loss: 0.7074... Generator Loss: 2.2155 Epoch 2/2... Discriminator Loss: 0.8263... Generator Loss: 1.4231 Epoch 2/2... Discriminator Loss: 0.9431... Generator Loss: 1.2039 Epoch 2/2... Discriminator Loss: 0.7973... Generator Loss: 1.4901 Epoch 2/2... Discriminator Loss: 0.8959... Generator Loss: 1.3548 Epoch 2/2... Discriminator Loss: 0.7699... Generator Loss: 1.6032
Epoch 2/2... Discriminator Loss: 0.7471... Generator Loss: 2.4926 Epoch 2/2... Discriminator Loss: 1.3184... Generator Loss: 0.7785 Epoch 2/2... Discriminator Loss: 0.6927... Generator Loss: 2.2522 Epoch 2/2... Discriminator Loss: 0.9000... Generator Loss: 1.3417 Epoch 2/2... Discriminator Loss: 0.7453... Generator Loss: 1.7004 Epoch 2/2... Discriminator Loss: 0.7551... Generator Loss: 1.7236 Epoch 2/2... Discriminator Loss: 0.7061... Generator Loss: 1.8779 Epoch 2/2... Discriminator Loss: 1.0266... Generator Loss: 1.0176 Epoch 2/2... Discriminator Loss: 0.7992... Generator Loss: 1.9220 Epoch 2/2... Discriminator Loss: 0.7563... Generator Loss: 1.6612
Epoch 2/2... Discriminator Loss: 0.9080... Generator Loss: 1.2310 Epoch 2/2... Discriminator Loss: 0.7887... Generator Loss: 2.1027 Epoch 2/2... Discriminator Loss: 0.9484... Generator Loss: 1.3239 Epoch 2/2... Discriminator Loss: 0.8560... Generator Loss: 1.3789 Epoch 2/2... Discriminator Loss: 1.0111... Generator Loss: 0.9932 Epoch 2/2... Discriminator Loss: 0.8700... Generator Loss: 1.2551 Epoch 2/2... Discriminator Loss: 0.6765... Generator Loss: 2.2846 Epoch 2/2... Discriminator Loss: 0.6778... Generator Loss: 2.1618 Epoch 2/2... Discriminator Loss: 0.7759... Generator Loss: 1.7563 Epoch 2/2... Discriminator Loss: 0.9588... Generator Loss: 1.1734
Epoch 2/2... Discriminator Loss: 0.7409... Generator Loss: 1.9205 Epoch 2/2... Discriminator Loss: 0.8159... Generator Loss: 1.4608 Epoch 2/2... Discriminator Loss: 0.9179... Generator Loss: 1.2133 Epoch 2/2... Discriminator Loss: 0.6802... Generator Loss: 2.1414 Epoch 2/2... Discriminator Loss: 0.9405... Generator Loss: 1.3071 Epoch 2/2... Discriminator Loss: 1.0945... Generator Loss: 1.0493 Epoch 2/2... Discriminator Loss: 0.9689... Generator Loss: 1.2553 Epoch 2/2... Discriminator Loss: 0.6909... Generator Loss: 2.7086 Epoch 2/2... Discriminator Loss: 0.7936... Generator Loss: 1.5435 Epoch 2/2... Discriminator Loss: 0.8453... Generator Loss: 1.3905
Epoch 2/2... Discriminator Loss: 0.7708... Generator Loss: 2.0788 Epoch 2/2... Discriminator Loss: 0.8908... Generator Loss: 1.5423 Epoch 2/2... Discriminator Loss: 0.9873... Generator Loss: 1.0377 Epoch 2/2... Discriminator Loss: 0.7407... Generator Loss: 2.3832 Epoch 2/2... Discriminator Loss: 0.8370... Generator Loss: 1.5302 Epoch 2/2... Discriminator Loss: 0.6945... Generator Loss: 1.8947 Epoch 2/2... Discriminator Loss: 1.0356... Generator Loss: 1.0498 Epoch 2/2... Discriminator Loss: 0.6959... Generator Loss: 1.9585 Epoch 2/2... Discriminator Loss: 1.0684... Generator Loss: 1.1003 Epoch 2/2... Discriminator Loss: 0.7030... Generator Loss: 2.0455
Epoch 2/2... Discriminator Loss: 0.7201... Generator Loss: 2.0314 Epoch 2/2... Discriminator Loss: 0.7582... Generator Loss: 1.6435 Epoch 2/2... Discriminator Loss: 1.2530... Generator Loss: 2.5159 Epoch 2/2... Discriminator Loss: 0.8444... Generator Loss: 1.6125 Epoch 2/2... Discriminator Loss: 0.6521... Generator Loss: 2.3573 Epoch 2/2... Discriminator Loss: 0.8781... Generator Loss: 3.1935 Epoch 2/2... Discriminator Loss: 0.8472... Generator Loss: 1.4115 Epoch 2/2... Discriminator Loss: 0.8304... Generator Loss: 1.5561 Epoch 2/2... Discriminator Loss: 0.6461... Generator Loss: 2.2781 Epoch 2/2... Discriminator Loss: 0.7502... Generator Loss: 1.8275
Epoch 2/2... Discriminator Loss: 0.6172... Generator Loss: 2.6910 Epoch 2/2... Discriminator Loss: 0.8520... Generator Loss: 1.7503 Epoch 2/2... Discriminator Loss: 0.7630... Generator Loss: 2.0724 Epoch 2/2... Discriminator Loss: 0.9398... Generator Loss: 1.1200 Epoch 2/2... Discriminator Loss: 0.6558... Generator Loss: 2.4534 Epoch 2/2... Discriminator Loss: 0.8192... Generator Loss: 1.7462 Epoch 2/2... Discriminator Loss: 1.3491... Generator Loss: 0.7061 Epoch 2/2... Discriminator Loss: 0.7281... Generator Loss: 1.8015 Epoch 2/2... Discriminator Loss: 1.1318... Generator Loss: 0.9239 Epoch 2/2... Discriminator Loss: 0.6950... Generator Loss: 2.0309
Epoch 2/2... Discriminator Loss: 0.8659... Generator Loss: 1.3708 Epoch 2/2... Discriminator Loss: 0.8951... Generator Loss: 1.2330 Epoch 2/2... Discriminator Loss: 0.6551... Generator Loss: 2.1564 Epoch 2/2... Discriminator Loss: 0.5762... Generator Loss: 2.9930 Epoch 2/2... Discriminator Loss: 0.7295... Generator Loss: 1.7965 Epoch 2/2... Discriminator Loss: 0.6903... Generator Loss: 2.2134 Epoch 2/2... Discriminator Loss: 0.7430... Generator Loss: 1.7616 Epoch 2/2... Discriminator Loss: 1.4532... Generator Loss: 0.6507 Epoch 2/2... Discriminator Loss: 0.8457... Generator Loss: 1.4733 Epoch 2/2... Discriminator Loss: 0.7017... Generator Loss: 1.8836
Epoch 2/2... Discriminator Loss: 0.6353... Generator Loss: 2.2428 Epoch 2/2... Discriminator Loss: 0.7418... Generator Loss: 1.6432 Epoch 2/2... Discriminator Loss: 0.7128... Generator Loss: 2.5196 Epoch 2/2... Discriminator Loss: 0.7955... Generator Loss: 1.6328 Epoch 2/2... Discriminator Loss: 0.7147... Generator Loss: 1.8585 Epoch 2/2... Discriminator Loss: 0.8478... Generator Loss: 1.4441 Epoch 2/2... Discriminator Loss: 0.9788... Generator Loss: 1.1284 Epoch 2/2... Discriminator Loss: 0.8494... Generator Loss: 1.4667 Epoch 2/2... Discriminator Loss: 0.7056... Generator Loss: 2.0039 Epoch 2/2... Discriminator Loss: 0.9524... Generator Loss: 1.2107
Epoch 2/2... Discriminator Loss: 1.4457... Generator Loss: 0.9167 Epoch 2/2... Discriminator Loss: 0.7626... Generator Loss: 1.7057 Epoch 2/2... Discriminator Loss: 0.8954... Generator Loss: 1.3126 Epoch 2/2... Discriminator Loss: 0.9424... Generator Loss: 1.2987 Epoch 2/2... Discriminator Loss: 0.6789... Generator Loss: 2.3657 Epoch 2/2... Discriminator Loss: 0.6080... Generator Loss: 2.6028 Epoch 2/2... Discriminator Loss: 0.9261... Generator Loss: 1.1937 Epoch 2/2... Discriminator Loss: 0.7071... Generator Loss: 1.9722 Epoch 2/2... Discriminator Loss: 0.6949... Generator Loss: 2.1103 Epoch 2/2... Discriminator Loss: 1.0097... Generator Loss: 1.0748
Epoch 2/2... Discriminator Loss: 0.7401... Generator Loss: 1.7960 Epoch 2/2... Discriminator Loss: 0.8419... Generator Loss: 1.4330 Epoch 2/2... Discriminator Loss: 0.7152... Generator Loss: 3.1760 Epoch 2/2... Discriminator Loss: 0.7938... Generator Loss: 1.7320 Epoch 2/2... Discriminator Loss: 0.7285... Generator Loss: 1.8299 Epoch 2/2... Discriminator Loss: 1.0492... Generator Loss: 0.9481 Epoch 2/2... Discriminator Loss: 0.8593... Generator Loss: 1.3653 Epoch 2/2... Discriminator Loss: 0.8863... Generator Loss: 1.3140 Epoch 2/2... Discriminator Loss: 1.3786... Generator Loss: 0.6907 Epoch 2/2... Discriminator Loss: 0.7146... Generator Loss: 1.7689
Epoch 2/2... Discriminator Loss: 0.8031... Generator Loss: 1.5268 Epoch 2/2... Discriminator Loss: 0.6792... Generator Loss: 1.9972 Epoch 2/2... Discriminator Loss: 0.6738... Generator Loss: 2.2071 Epoch 2/2... Discriminator Loss: 0.6368... Generator Loss: 2.2931 Epoch 2/2... Discriminator Loss: 0.7946... Generator Loss: 1.5013 Epoch 2/2... Discriminator Loss: 1.5395... Generator Loss: 0.6110 Epoch 2/2... Discriminator Loss: 0.9987... Generator Loss: 1.4234 Epoch 2/2... Discriminator Loss: 0.6462... Generator Loss: 2.2262 Epoch 2/2... Discriminator Loss: 0.8003... Generator Loss: 1.5175
Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.
batch_size = 16
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1
celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/1... Discriminator Loss: 1.2015... Generator Loss: 0.9561 Epoch 1/1... Discriminator Loss: 0.6455... Generator Loss: 4.1507 Epoch 1/1... Discriminator Loss: 0.6248... Generator Loss: 4.0548 Epoch 1/1... Discriminator Loss: 0.6612... Generator Loss: 3.4682 Epoch 1/1... Discriminator Loss: 1.0088... Generator Loss: 1.0977 Epoch 1/1... Discriminator Loss: 0.8871... Generator Loss: 2.9800 Epoch 1/1... Discriminator Loss: 1.1812... Generator Loss: 1.0870 Epoch 1/1... Discriminator Loss: 0.7874... Generator Loss: 2.1401 Epoch 1/1... Discriminator Loss: 0.7712... Generator Loss: 1.9402 Epoch 1/1... Discriminator Loss: 1.3821... Generator Loss: 0.7626
Epoch 1/1... Discriminator Loss: 1.8980... Generator Loss: 3.6373 Epoch 1/1... Discriminator Loss: 1.6614... Generator Loss: 0.4617 Epoch 1/1... Discriminator Loss: 1.3871... Generator Loss: 0.7579 Epoch 1/1... Discriminator Loss: 1.1374... Generator Loss: 1.2873 Epoch 1/1... Discriminator Loss: 1.5313... Generator Loss: 0.6296 Epoch 1/1... Discriminator Loss: 1.0040... Generator Loss: 1.3752 Epoch 1/1... Discriminator Loss: 1.2910... Generator Loss: 0.9367 Epoch 1/1... Discriminator Loss: 0.9570... Generator Loss: 2.4776 Epoch 1/1... Discriminator Loss: 1.2766... Generator Loss: 0.7660 Epoch 1/1... Discriminator Loss: 1.2491... Generator Loss: 2.8496
Epoch 1/1... Discriminator Loss: 1.0731... Generator Loss: 1.0682 Epoch 1/1... Discriminator Loss: 0.9611... Generator Loss: 1.8566 Epoch 1/1... Discriminator Loss: 1.0846... Generator Loss: 1.1217 Epoch 1/1... Discriminator Loss: 1.0333... Generator Loss: 1.1676 Epoch 1/1... Discriminator Loss: 1.1564... Generator Loss: 2.1043 Epoch 1/1... Discriminator Loss: 1.1201... Generator Loss: 1.5834 Epoch 1/1... Discriminator Loss: 0.9995... Generator Loss: 1.2873 Epoch 1/1... Discriminator Loss: 1.8800... Generator Loss: 0.4263 Epoch 1/1... Discriminator Loss: 0.9175... Generator Loss: 1.3743 Epoch 1/1... Discriminator Loss: 1.2149... Generator Loss: 0.9340
Epoch 1/1... Discriminator Loss: 1.2274... Generator Loss: 0.8101 Epoch 1/1... Discriminator Loss: 1.0005... Generator Loss: 1.2072 Epoch 1/1... Discriminator Loss: 1.2559... Generator Loss: 0.7488 Epoch 1/1... Discriminator Loss: 0.9887... Generator Loss: 1.6150 Epoch 1/1... Discriminator Loss: 1.0574... Generator Loss: 1.1680 Epoch 1/1... Discriminator Loss: 1.2247... Generator Loss: 0.7488 Epoch 1/1... Discriminator Loss: 1.4509... Generator Loss: 0.6026 Epoch 1/1... Discriminator Loss: 2.2201... Generator Loss: 0.2764 Epoch 1/1... Discriminator Loss: 0.8235... Generator Loss: 2.4130 Epoch 1/1... Discriminator Loss: 1.4645... Generator Loss: 0.5829
Epoch 1/1... Discriminator Loss: 1.2352... Generator Loss: 0.9427 Epoch 1/1... Discriminator Loss: 1.0386... Generator Loss: 1.0983 Epoch 1/1... Discriminator Loss: 1.4018... Generator Loss: 0.6121 Epoch 1/1... Discriminator Loss: 1.4859... Generator Loss: 0.5934 Epoch 1/1... Discriminator Loss: 0.8927... Generator Loss: 1.5142 Epoch 1/1... Discriminator Loss: 1.0152... Generator Loss: 1.9840 Epoch 1/1... Discriminator Loss: 1.6807... Generator Loss: 0.4777 Epoch 1/1... Discriminator Loss: 0.9816... Generator Loss: 1.2489 Epoch 1/1... Discriminator Loss: 1.5622... Generator Loss: 0.6283 Epoch 1/1... Discriminator Loss: 1.3719... Generator Loss: 0.7006
Epoch 1/1... Discriminator Loss: 1.1010... Generator Loss: 1.0374 Epoch 1/1... Discriminator Loss: 1.1439... Generator Loss: 0.9799 Epoch 1/1... Discriminator Loss: 1.2896... Generator Loss: 0.7241 Epoch 1/1... Discriminator Loss: 1.2222... Generator Loss: 0.9271 Epoch 1/1... Discriminator Loss: 0.9999... Generator Loss: 1.5031 Epoch 1/1... Discriminator Loss: 1.2630... Generator Loss: 0.8918 Epoch 1/1... Discriminator Loss: 1.0874... Generator Loss: 1.0421 Epoch 1/1... Discriminator Loss: 1.1851... Generator Loss: 1.9537 Epoch 1/1... Discriminator Loss: 1.1695... Generator Loss: 0.9736 Epoch 1/1... Discriminator Loss: 1.7942... Generator Loss: 0.4591
Epoch 1/1... Discriminator Loss: 1.1231... Generator Loss: 1.0319 Epoch 1/1... Discriminator Loss: 1.5018... Generator Loss: 0.5240 Epoch 1/1... Discriminator Loss: 1.1425... Generator Loss: 1.0537 Epoch 1/1... Discriminator Loss: 1.3417... Generator Loss: 0.9338 Epoch 1/1... Discriminator Loss: 1.1660... Generator Loss: 0.9875 Epoch 1/1... Discriminator Loss: 1.1353... Generator Loss: 1.0295 Epoch 1/1... Discriminator Loss: 1.1107... Generator Loss: 0.9780 Epoch 1/1... Discriminator Loss: 0.9855... Generator Loss: 1.3734 Epoch 1/1... Discriminator Loss: 1.0530... Generator Loss: 1.2026 Epoch 1/1... Discriminator Loss: 0.9607... Generator Loss: 1.3043
Epoch 1/1... Discriminator Loss: 1.0030... Generator Loss: 1.2149 Epoch 1/1... Discriminator Loss: 1.3085... Generator Loss: 1.3376 Epoch 1/1... Discriminator Loss: 1.1425... Generator Loss: 0.9719 Epoch 1/1... Discriminator Loss: 1.2164... Generator Loss: 1.6502 Epoch 1/1... Discriminator Loss: 1.0756... Generator Loss: 1.8235 Epoch 1/1... Discriminator Loss: 1.2474... Generator Loss: 1.1080 Epoch 1/1... Discriminator Loss: 1.2655... Generator Loss: 1.0927 Epoch 1/1... Discriminator Loss: 1.2743... Generator Loss: 0.8363 Epoch 1/1... Discriminator Loss: 1.4530... Generator Loss: 0.5928 Epoch 1/1... Discriminator Loss: 1.0507... Generator Loss: 1.8135
Epoch 1/1... Discriminator Loss: 1.1995... Generator Loss: 0.8907 Epoch 1/1... Discriminator Loss: 1.2027... Generator Loss: 0.8201 Epoch 1/1... Discriminator Loss: 1.2593... Generator Loss: 0.8879 Epoch 1/1... Discriminator Loss: 1.2661... Generator Loss: 0.7706 Epoch 1/1... Discriminator Loss: 1.0851... Generator Loss: 1.5262 Epoch 1/1... Discriminator Loss: 1.3325... Generator Loss: 0.7759 Epoch 1/1... Discriminator Loss: 1.2955... Generator Loss: 0.8211 Epoch 1/1... Discriminator Loss: 1.1680... Generator Loss: 0.8798 Epoch 1/1... Discriminator Loss: 1.1532... Generator Loss: 0.9523 Epoch 1/1... Discriminator Loss: 1.3586... Generator Loss: 0.6430
Epoch 1/1... Discriminator Loss: 1.4601... Generator Loss: 0.6701 Epoch 1/1... Discriminator Loss: 1.1887... Generator Loss: 0.9432 Epoch 1/1... Discriminator Loss: 1.0504... Generator Loss: 1.2223 Epoch 1/1... Discriminator Loss: 1.0433... Generator Loss: 1.3734 Epoch 1/1... Discriminator Loss: 1.3118... Generator Loss: 0.6994 Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.0387 Epoch 1/1... Discriminator Loss: 1.3501... Generator Loss: 2.2140 Epoch 1/1... Discriminator Loss: 1.1650... Generator Loss: 0.8591 Epoch 1/1... Discriminator Loss: 1.4787... Generator Loss: 0.5662 Epoch 1/1... Discriminator Loss: 1.1274... Generator Loss: 1.0594
Epoch 1/1... Discriminator Loss: 1.2402... Generator Loss: 0.9311 Epoch 1/1... Discriminator Loss: 1.1207... Generator Loss: 0.9471 Epoch 1/1... Discriminator Loss: 1.1919... Generator Loss: 0.9525 Epoch 1/1... Discriminator Loss: 1.1166... Generator Loss: 1.5800 Epoch 1/1... Discriminator Loss: 1.1478... Generator Loss: 0.8938 Epoch 1/1... Discriminator Loss: 1.1953... Generator Loss: 1.5472 Epoch 1/1... Discriminator Loss: 1.1379... Generator Loss: 1.0412 Epoch 1/1... Discriminator Loss: 1.2624... Generator Loss: 0.8322 Epoch 1/1... Discriminator Loss: 1.1266... Generator Loss: 1.0058 Epoch 1/1... Discriminator Loss: 1.0217... Generator Loss: 1.3042
Epoch 1/1... Discriminator Loss: 1.1107... Generator Loss: 1.0573 Epoch 1/1... Discriminator Loss: 1.2571... Generator Loss: 1.0966 Epoch 1/1... Discriminator Loss: 1.1504... Generator Loss: 0.8850 Epoch 1/1... Discriminator Loss: 1.2659... Generator Loss: 0.7179 Epoch 1/1... Discriminator Loss: 1.1189... Generator Loss: 1.0900 Epoch 1/1... Discriminator Loss: 1.1430... Generator Loss: 1.1489 Epoch 1/1... Discriminator Loss: 1.0637... Generator Loss: 0.9581 Epoch 1/1... Discriminator Loss: 1.1222... Generator Loss: 0.9257 Epoch 1/1... Discriminator Loss: 1.2516... Generator Loss: 0.9264 Epoch 1/1... Discriminator Loss: 1.0755... Generator Loss: 0.9199
Epoch 1/1... Discriminator Loss: 1.1200... Generator Loss: 0.9965 Epoch 1/1... Discriminator Loss: 1.1323... Generator Loss: 0.9568 Epoch 1/1... Discriminator Loss: 1.1411... Generator Loss: 1.1654 Epoch 1/1... Discriminator Loss: 1.2127... Generator Loss: 0.8161 Epoch 1/1... Discriminator Loss: 1.2642... Generator Loss: 0.7401 Epoch 1/1... Discriminator Loss: 0.9836... Generator Loss: 1.3508 Epoch 1/1... Discriminator Loss: 1.2364... Generator Loss: 0.7807 Epoch 1/1... Discriminator Loss: 1.0443... Generator Loss: 1.4265 Epoch 1/1... Discriminator Loss: 1.2111... Generator Loss: 0.8558 Epoch 1/1... Discriminator Loss: 1.1414... Generator Loss: 1.0136
Epoch 1/1... Discriminator Loss: 1.1856... Generator Loss: 1.0085 Epoch 1/1... Discriminator Loss: 1.2496... Generator Loss: 0.7548 Epoch 1/1... Discriminator Loss: 1.3217... Generator Loss: 0.7018 Epoch 1/1... Discriminator Loss: 1.0697... Generator Loss: 1.3433 Epoch 1/1... Discriminator Loss: 1.4033... Generator Loss: 1.2092 Epoch 1/1... Discriminator Loss: 1.0521... Generator Loss: 1.1511 Epoch 1/1... Discriminator Loss: 1.1504... Generator Loss: 0.9708 Epoch 1/1... Discriminator Loss: 1.1052... Generator Loss: 1.0171 Epoch 1/1... Discriminator Loss: 1.1152... Generator Loss: 0.9390 Epoch 1/1... Discriminator Loss: 1.0199... Generator Loss: 1.5114
Epoch 1/1... Discriminator Loss: 1.0016... Generator Loss: 1.2695 Epoch 1/1... Discriminator Loss: 1.0541... Generator Loss: 1.0162 Epoch 1/1... Discriminator Loss: 1.1938... Generator Loss: 0.8900 Epoch 1/1... Discriminator Loss: 1.1471... Generator Loss: 0.9338 Epoch 1/1... Discriminator Loss: 1.1664... Generator Loss: 0.9010 Epoch 1/1... Discriminator Loss: 1.1557... Generator Loss: 1.3386 Epoch 1/1... Discriminator Loss: 1.0852... Generator Loss: 1.1507 Epoch 1/1... Discriminator Loss: 1.3761... Generator Loss: 0.6255 Epoch 1/1... Discriminator Loss: 1.3214... Generator Loss: 0.6823 Epoch 1/1... Discriminator Loss: 1.1102... Generator Loss: 0.9608
Epoch 1/1... Discriminator Loss: 1.1794... Generator Loss: 0.9304 Epoch 1/1... Discriminator Loss: 1.2631... Generator Loss: 0.7350 Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.0609 Epoch 1/1... Discriminator Loss: 1.1606... Generator Loss: 1.2542 Epoch 1/1... Discriminator Loss: 1.1433... Generator Loss: 0.9560 Epoch 1/1... Discriminator Loss: 1.1880... Generator Loss: 0.7906 Epoch 1/1... Discriminator Loss: 1.0926... Generator Loss: 1.1265 Epoch 1/1... Discriminator Loss: 1.0325... Generator Loss: 1.2390 Epoch 1/1... Discriminator Loss: 1.3885... Generator Loss: 0.6610 Epoch 1/1... Discriminator Loss: 1.2255... Generator Loss: 0.7617
Epoch 1/1... Discriminator Loss: 1.0099... Generator Loss: 1.2808 Epoch 1/1... Discriminator Loss: 1.1033... Generator Loss: 1.0703 Epoch 1/1... Discriminator Loss: 1.0020... Generator Loss: 1.3870 Epoch 1/1... Discriminator Loss: 1.0897... Generator Loss: 1.0500 Epoch 1/1... Discriminator Loss: 1.1071... Generator Loss: 1.0958 Epoch 1/1... Discriminator Loss: 1.2562... Generator Loss: 1.1903 Epoch 1/1... Discriminator Loss: 1.0960... Generator Loss: 1.6711 Epoch 1/1... Discriminator Loss: 1.2366... Generator Loss: 0.7668 Epoch 1/1... Discriminator Loss: 1.2095... Generator Loss: 0.8016 Epoch 1/1... Discriminator Loss: 1.0865... Generator Loss: 1.1721
Epoch 1/1... Discriminator Loss: 1.3667... Generator Loss: 0.6380 Epoch 1/1... Discriminator Loss: 0.9761... Generator Loss: 1.1804 Epoch 1/1... Discriminator Loss: 1.2342... Generator Loss: 0.7843 Epoch 1/1... Discriminator Loss: 1.1573... Generator Loss: 0.8430 Epoch 1/1... Discriminator Loss: 1.1870... Generator Loss: 0.8856 Epoch 1/1... Discriminator Loss: 1.2343... Generator Loss: 0.8254 Epoch 1/1... Discriminator Loss: 1.0478... Generator Loss: 1.1491 Epoch 1/1... Discriminator Loss: 1.1668... Generator Loss: 1.2888 Epoch 1/1... Discriminator Loss: 0.9750... Generator Loss: 1.4706 Epoch 1/1... Discriminator Loss: 1.0998... Generator Loss: 0.9220
Epoch 1/1... Discriminator Loss: 1.1144... Generator Loss: 1.2326 Epoch 1/1... Discriminator Loss: 1.0679... Generator Loss: 1.3677 Epoch 1/1... Discriminator Loss: 1.0745... Generator Loss: 1.0545 Epoch 1/1... Discriminator Loss: 1.1371... Generator Loss: 0.8836 Epoch 1/1... Discriminator Loss: 1.2440... Generator Loss: 0.7240 Epoch 1/1... Discriminator Loss: 1.0185... Generator Loss: 1.1365 Epoch 1/1... Discriminator Loss: 1.0871... Generator Loss: 1.0122 Epoch 1/1... Discriminator Loss: 0.9109... Generator Loss: 1.3261 Epoch 1/1... Discriminator Loss: 1.1309... Generator Loss: 0.9230 Epoch 1/1... Discriminator Loss: 1.0823... Generator Loss: 1.1742
Epoch 1/1... Discriminator Loss: 1.1571... Generator Loss: 1.0248 Epoch 1/1... Discriminator Loss: 1.1743... Generator Loss: 0.8675 Epoch 1/1... Discriminator Loss: 1.0607... Generator Loss: 0.9760 Epoch 1/1... Discriminator Loss: 1.0216... Generator Loss: 1.1851 Epoch 1/1... Discriminator Loss: 1.0614... Generator Loss: 1.3218 Epoch 1/1... Discriminator Loss: 0.9880... Generator Loss: 1.6213 Epoch 1/1... Discriminator Loss: 0.9376... Generator Loss: 1.8222 Epoch 1/1... Discriminator Loss: 1.1116... Generator Loss: 0.9010 Epoch 1/1... Discriminator Loss: 1.1965... Generator Loss: 0.7332 Epoch 1/1... Discriminator Loss: 1.1295... Generator Loss: 1.0061
Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 1.2144 Epoch 1/1... Discriminator Loss: 1.2183... Generator Loss: 0.7670 Epoch 1/1... Discriminator Loss: 1.3346... Generator Loss: 0.6495 Epoch 1/1... Discriminator Loss: 0.9239... Generator Loss: 1.3037 Epoch 1/1... Discriminator Loss: 1.1357... Generator Loss: 0.9120 Epoch 1/1... Discriminator Loss: 1.1524... Generator Loss: 1.2701 Epoch 1/1... Discriminator Loss: 0.8982... Generator Loss: 1.2754 Epoch 1/1... Discriminator Loss: 1.1088... Generator Loss: 1.6586 Epoch 1/1... Discriminator Loss: 0.9779... Generator Loss: 1.5243 Epoch 1/1... Discriminator Loss: 1.2245... Generator Loss: 0.7298
Epoch 1/1... Discriminator Loss: 1.2255... Generator Loss: 1.0365 Epoch 1/1... Discriminator Loss: 1.1205... Generator Loss: 1.1120 Epoch 1/1... Discriminator Loss: 1.0453... Generator Loss: 1.1507 Epoch 1/1... Discriminator Loss: 1.0599... Generator Loss: 1.2785 Epoch 1/1... Discriminator Loss: 1.1473... Generator Loss: 0.9292 Epoch 1/1... Discriminator Loss: 1.0925... Generator Loss: 1.0061 Epoch 1/1... Discriminator Loss: 0.9605... Generator Loss: 1.5415 Epoch 1/1... Discriminator Loss: 0.8689... Generator Loss: 1.6405 Epoch 1/1... Discriminator Loss: 1.0436... Generator Loss: 1.2360 Epoch 1/1... Discriminator Loss: 1.4395... Generator Loss: 0.6083
Epoch 1/1... Discriminator Loss: 1.1123... Generator Loss: 0.9044 Epoch 1/1... Discriminator Loss: 1.2373... Generator Loss: 0.7787 Epoch 1/1... Discriminator Loss: 1.2550... Generator Loss: 0.8055 Epoch 1/1... Discriminator Loss: 1.2577... Generator Loss: 0.7444 Epoch 1/1... Discriminator Loss: 1.2704... Generator Loss: 0.8137 Epoch 1/1... Discriminator Loss: 1.1144... Generator Loss: 0.9382 Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 1.0901 Epoch 1/1... Discriminator Loss: 0.9815... Generator Loss: 1.6019 Epoch 1/1... Discriminator Loss: 1.2527... Generator Loss: 0.8023 Epoch 1/1... Discriminator Loss: 1.1852... Generator Loss: 0.8621
Epoch 1/1... Discriminator Loss: 1.0493... Generator Loss: 1.2799 Epoch 1/1... Discriminator Loss: 1.1305... Generator Loss: 0.9879 Epoch 1/1... Discriminator Loss: 1.0469... Generator Loss: 1.3709 Epoch 1/1... Discriminator Loss: 1.1133... Generator Loss: 0.9414 Epoch 1/1... Discriminator Loss: 1.0147... Generator Loss: 1.0195 Epoch 1/1... Discriminator Loss: 1.0784... Generator Loss: 1.0119 Epoch 1/1... Discriminator Loss: 1.1238... Generator Loss: 1.0321 Epoch 1/1... Discriminator Loss: 1.0095... Generator Loss: 1.2250 Epoch 1/1... Discriminator Loss: 1.0263... Generator Loss: 1.1431 Epoch 1/1... Discriminator Loss: 1.0669... Generator Loss: 1.0369
Epoch 1/1... Discriminator Loss: 0.9217... Generator Loss: 1.4956 Epoch 1/1... Discriminator Loss: 1.1161... Generator Loss: 0.9694 Epoch 1/1... Discriminator Loss: 1.2762... Generator Loss: 0.7018 Epoch 1/1... Discriminator Loss: 1.0395... Generator Loss: 1.1184 Epoch 1/1... Discriminator Loss: 1.5571... Generator Loss: 0.4925 Epoch 1/1... Discriminator Loss: 1.1750... Generator Loss: 0.9155 Epoch 1/1... Discriminator Loss: 1.0748... Generator Loss: 0.9456 Epoch 1/1... Discriminator Loss: 1.2849... Generator Loss: 0.7534 Epoch 1/1... Discriminator Loss: 1.2867... Generator Loss: 0.6670 Epoch 1/1... Discriminator Loss: 1.1114... Generator Loss: 0.9768
Epoch 1/1... Discriminator Loss: 1.2176... Generator Loss: 0.9032 Epoch 1/1... Discriminator Loss: 1.1118... Generator Loss: 0.9515 Epoch 1/1... Discriminator Loss: 0.9982... Generator Loss: 1.3306 Epoch 1/1... Discriminator Loss: 1.2234... Generator Loss: 0.9638 Epoch 1/1... Discriminator Loss: 1.3812... Generator Loss: 0.8121 Epoch 1/1... Discriminator Loss: 1.0538... Generator Loss: 1.0454 Epoch 1/1... Discriminator Loss: 1.1817... Generator Loss: 0.8955 Epoch 1/1... Discriminator Loss: 0.9851... Generator Loss: 1.4081 Epoch 1/1... Discriminator Loss: 1.5252... Generator Loss: 0.5328 Epoch 1/1... Discriminator Loss: 1.0566... Generator Loss: 1.0992
Epoch 1/1... Discriminator Loss: 1.1716... Generator Loss: 0.8115 Epoch 1/1... Discriminator Loss: 1.1062... Generator Loss: 0.8695 Epoch 1/1... Discriminator Loss: 1.2535... Generator Loss: 0.6948 Epoch 1/1... Discriminator Loss: 1.1485... Generator Loss: 1.2393 Epoch 1/1... Discriminator Loss: 1.2084... Generator Loss: 1.0704 Epoch 1/1... Discriminator Loss: 1.2814... Generator Loss: 0.7271 Epoch 1/1... Discriminator Loss: 0.9689... Generator Loss: 1.2029 Epoch 1/1... Discriminator Loss: 1.1502... Generator Loss: 0.8304 Epoch 1/1... Discriminator Loss: 1.3761... Generator Loss: 0.7393 Epoch 1/1... Discriminator Loss: 1.3403... Generator Loss: 0.6779
Epoch 1/1... Discriminator Loss: 1.2193... Generator Loss: 0.7629 Epoch 1/1... Discriminator Loss: 1.2046... Generator Loss: 0.7680 Epoch 1/1... Discriminator Loss: 1.0741... Generator Loss: 0.9598 Epoch 1/1... Discriminator Loss: 1.1838... Generator Loss: 0.8034 Epoch 1/1... Discriminator Loss: 1.1154... Generator Loss: 0.9648 Epoch 1/1... Discriminator Loss: 0.9597... Generator Loss: 1.3553 Epoch 1/1... Discriminator Loss: 1.2084... Generator Loss: 0.8712 Epoch 1/1... Discriminator Loss: 1.1670... Generator Loss: 0.9151 Epoch 1/1... Discriminator Loss: 1.2877... Generator Loss: 0.8193 Epoch 1/1... Discriminator Loss: 1.0921... Generator Loss: 0.9725
Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 1.2030 Epoch 1/1... Discriminator Loss: 1.1116... Generator Loss: 1.0696 Epoch 1/1... Discriminator Loss: 1.1624... Generator Loss: 0.8327 Epoch 1/1... Discriminator Loss: 1.3330... Generator Loss: 0.7331 Epoch 1/1... Discriminator Loss: 1.1100... Generator Loss: 1.1234 Epoch 1/1... Discriminator Loss: 1.1932... Generator Loss: 0.9590 Epoch 1/1... Discriminator Loss: 1.1143... Generator Loss: 1.1516 Epoch 1/1... Discriminator Loss: 1.0847... Generator Loss: 1.0452 Epoch 1/1... Discriminator Loss: 1.3783... Generator Loss: 0.6457 Epoch 1/1... Discriminator Loss: 1.0177... Generator Loss: 1.5592
Epoch 1/1... Discriminator Loss: 1.0544... Generator Loss: 1.0140 Epoch 1/1... Discriminator Loss: 0.9902... Generator Loss: 1.1430 Epoch 1/1... Discriminator Loss: 1.2640... Generator Loss: 0.7535 Epoch 1/1... Discriminator Loss: 1.2935... Generator Loss: 0.7768 Epoch 1/1... Discriminator Loss: 1.0874... Generator Loss: 1.0191 Epoch 1/1... Discriminator Loss: 0.8453... Generator Loss: 1.7855 Epoch 1/1... Discriminator Loss: 1.2170... Generator Loss: 0.7444 Epoch 1/1... Discriminator Loss: 1.1543... Generator Loss: 1.0712 Epoch 1/1... Discriminator Loss: 1.0532... Generator Loss: 1.0474 Epoch 1/1... Discriminator Loss: 1.1212... Generator Loss: 1.0572
Epoch 1/1... Discriminator Loss: 1.2678... Generator Loss: 0.6660 Epoch 1/1... Discriminator Loss: 1.0589... Generator Loss: 0.9788 Epoch 1/1... Discriminator Loss: 1.2642... Generator Loss: 0.7546 Epoch 1/1... Discriminator Loss: 1.3100... Generator Loss: 0.6993 Epoch 1/1... Discriminator Loss: 0.9627... Generator Loss: 1.1232 Epoch 1/1... Discriminator Loss: 1.2915... Generator Loss: 0.6889 Epoch 1/1... Discriminator Loss: 1.1192... Generator Loss: 0.9470 Epoch 1/1... Discriminator Loss: 1.3742... Generator Loss: 0.6045 Epoch 1/1... Discriminator Loss: 1.1289... Generator Loss: 0.9862 Epoch 1/1... Discriminator Loss: 1.0200... Generator Loss: 1.0504
Epoch 1/1... Discriminator Loss: 1.2466... Generator Loss: 0.8365 Epoch 1/1... Discriminator Loss: 0.9676... Generator Loss: 1.1817 Epoch 1/1... Discriminator Loss: 0.9568... Generator Loss: 1.2377 Epoch 1/1... Discriminator Loss: 1.0711... Generator Loss: 1.1153 Epoch 1/1... Discriminator Loss: 1.2393... Generator Loss: 0.7839 Epoch 1/1... Discriminator Loss: 1.2307... Generator Loss: 0.7479 Epoch 1/1... Discriminator Loss: 1.1578... Generator Loss: 0.8773 Epoch 1/1... Discriminator Loss: 0.9961... Generator Loss: 1.0004 Epoch 1/1... Discriminator Loss: 1.5959... Generator Loss: 0.4480 Epoch 1/1... Discriminator Loss: 1.1070... Generator Loss: 1.0477
Epoch 1/1... Discriminator Loss: 1.0575... Generator Loss: 1.0970 Epoch 1/1... Discriminator Loss: 1.0514... Generator Loss: 1.0969 Epoch 1/1... Discriminator Loss: 0.9020... Generator Loss: 1.3579 Epoch 1/1... Discriminator Loss: 1.4603... Generator Loss: 0.6099 Epoch 1/1... Discriminator Loss: 1.3174... Generator Loss: 0.7194 Epoch 1/1... Discriminator Loss: 1.2754... Generator Loss: 0.7675 Epoch 1/1... Discriminator Loss: 1.2459... Generator Loss: 0.9247 Epoch 1/1... Discriminator Loss: 1.3145... Generator Loss: 0.9802 Epoch 1/1... Discriminator Loss: 1.1671... Generator Loss: 0.8314 Epoch 1/1... Discriminator Loss: 1.1469... Generator Loss: 0.8523
Epoch 1/1... Discriminator Loss: 1.1603... Generator Loss: 0.9030 Epoch 1/1... Discriminator Loss: 1.2448... Generator Loss: 0.8736 Epoch 1/1... Discriminator Loss: 1.4559... Generator Loss: 0.5510 Epoch 1/1... Discriminator Loss: 1.1463... Generator Loss: 1.1314 Epoch 1/1... Discriminator Loss: 1.0795... Generator Loss: 1.3584 Epoch 1/1... Discriminator Loss: 1.0406... Generator Loss: 0.9767 Epoch 1/1... Discriminator Loss: 1.0750... Generator Loss: 1.0028 Epoch 1/1... Discriminator Loss: 1.1385... Generator Loss: 0.8748 Epoch 1/1... Discriminator Loss: 1.2366... Generator Loss: 0.7033 Epoch 1/1... Discriminator Loss: 1.0934... Generator Loss: 1.1623
Epoch 1/1... Discriminator Loss: 1.0691... Generator Loss: 1.1383 Epoch 1/1... Discriminator Loss: 1.1807... Generator Loss: 1.3613 Epoch 1/1... Discriminator Loss: 1.0379... Generator Loss: 1.0444 Epoch 1/1... Discriminator Loss: 1.0890... Generator Loss: 0.9926 Epoch 1/1... Discriminator Loss: 1.1539... Generator Loss: 0.9350 Epoch 1/1... Discriminator Loss: 1.1036... Generator Loss: 1.0776 Epoch 1/1... Discriminator Loss: 1.3211... Generator Loss: 0.6458 Epoch 1/1... Discriminator Loss: 1.4166... Generator Loss: 0.6448 Epoch 1/1... Discriminator Loss: 1.0837... Generator Loss: 1.6804 Epoch 1/1... Discriminator Loss: 1.2702... Generator Loss: 0.7512
Epoch 1/1... Discriminator Loss: 1.0041... Generator Loss: 1.1907 Epoch 1/1... Discriminator Loss: 1.2727... Generator Loss: 0.7026 Epoch 1/1... Discriminator Loss: 0.9866... Generator Loss: 1.2799 Epoch 1/1... Discriminator Loss: 1.2878... Generator Loss: 0.7448 Epoch 1/1... Discriminator Loss: 1.2904... Generator Loss: 0.7317 Epoch 1/1... Discriminator Loss: 1.0092... Generator Loss: 1.3796 Epoch 1/1... Discriminator Loss: 1.5328... Generator Loss: 0.4799 Epoch 1/1... Discriminator Loss: 1.2266... Generator Loss: 0.7183 Epoch 1/1... Discriminator Loss: 1.0622... Generator Loss: 1.1082 Epoch 1/1... Discriminator Loss: 0.9439... Generator Loss: 1.6134
Epoch 1/1... Discriminator Loss: 1.2885... Generator Loss: 0.6744 Epoch 1/1... Discriminator Loss: 1.0066... Generator Loss: 1.4288 Epoch 1/1... Discriminator Loss: 1.2194... Generator Loss: 0.8512 Epoch 1/1... Discriminator Loss: 1.1246... Generator Loss: 0.8657 Epoch 1/1... Discriminator Loss: 1.1426... Generator Loss: 0.8952 Epoch 1/1... Discriminator Loss: 1.1200... Generator Loss: 0.9956 Epoch 1/1... Discriminator Loss: 1.0091... Generator Loss: 1.1190 Epoch 1/1... Discriminator Loss: 1.2247... Generator Loss: 0.7383 Epoch 1/1... Discriminator Loss: 0.9835... Generator Loss: 1.8684 Epoch 1/1... Discriminator Loss: 1.2149... Generator Loss: 0.8627
Epoch 1/1... Discriminator Loss: 1.1340... Generator Loss: 0.9497 Epoch 1/1... Discriminator Loss: 1.1198... Generator Loss: 0.9892 Epoch 1/1... Discriminator Loss: 1.0189... Generator Loss: 1.2887 Epoch 1/1... Discriminator Loss: 1.1529... Generator Loss: 1.1376 Epoch 1/1... Discriminator Loss: 1.1851... Generator Loss: 0.8214 Epoch 1/1... Discriminator Loss: 0.9152... Generator Loss: 1.3656 Epoch 1/1... Discriminator Loss: 1.0864... Generator Loss: 0.9539 Epoch 1/1... Discriminator Loss: 0.8957... Generator Loss: 1.3332 Epoch 1/1... Discriminator Loss: 1.2750... Generator Loss: 0.7977 Epoch 1/1... Discriminator Loss: 1.0217... Generator Loss: 1.2571
Epoch 1/1... Discriminator Loss: 1.0289... Generator Loss: 1.0484 Epoch 1/1... Discriminator Loss: 1.1423... Generator Loss: 1.1317 Epoch 1/1... Discriminator Loss: 1.1961... Generator Loss: 0.7770 Epoch 1/1... Discriminator Loss: 0.9892... Generator Loss: 1.2764 Epoch 1/1... Discriminator Loss: 1.0570... Generator Loss: 1.1382 Epoch 1/1... Discriminator Loss: 0.9296... Generator Loss: 1.2106 Epoch 1/1... Discriminator Loss: 0.9297... Generator Loss: 1.3130 Epoch 1/1... Discriminator Loss: 1.4334... Generator Loss: 0.5818 Epoch 1/1... Discriminator Loss: 1.0766... Generator Loss: 0.9750 Epoch 1/1... Discriminator Loss: 1.1417... Generator Loss: 1.1567
Epoch 1/1... Discriminator Loss: 1.0864... Generator Loss: 1.1099 Epoch 1/1... Discriminator Loss: 1.2405... Generator Loss: 0.7307 Epoch 1/1... Discriminator Loss: 0.8224... Generator Loss: 1.5396 Epoch 1/1... Discriminator Loss: 1.2671... Generator Loss: 0.7362 Epoch 1/1... Discriminator Loss: 1.0276... Generator Loss: 1.1149 Epoch 1/1... Discriminator Loss: 1.1197... Generator Loss: 0.9512 Epoch 1/1... Discriminator Loss: 1.1813... Generator Loss: 0.9130 Epoch 1/1... Discriminator Loss: 1.1280... Generator Loss: 1.3631 Epoch 1/1... Discriminator Loss: 1.0155... Generator Loss: 1.0809 Epoch 1/1... Discriminator Loss: 1.1159... Generator Loss: 0.9157
Epoch 1/1... Discriminator Loss: 1.0386... Generator Loss: 1.0055 Epoch 1/1... Discriminator Loss: 1.5797... Generator Loss: 0.7698 Epoch 1/1... Discriminator Loss: 1.1019... Generator Loss: 1.1240 Epoch 1/1... Discriminator Loss: 1.3176... Generator Loss: 0.6841 Epoch 1/1... Discriminator Loss: 1.0614... Generator Loss: 0.9105 Epoch 1/1... Discriminator Loss: 1.1116... Generator Loss: 0.9803 Epoch 1/1... Discriminator Loss: 1.2046... Generator Loss: 0.8186 Epoch 1/1... Discriminator Loss: 1.0440... Generator Loss: 1.2945 Epoch 1/1... Discriminator Loss: 1.1973... Generator Loss: 0.8627 Epoch 1/1... Discriminator Loss: 1.1625... Generator Loss: 0.9504
Epoch 1/1... Discriminator Loss: 1.2478... Generator Loss: 0.8228 Epoch 1/1... Discriminator Loss: 1.2498... Generator Loss: 0.6974 Epoch 1/1... Discriminator Loss: 1.1168... Generator Loss: 0.9356 Epoch 1/1... Discriminator Loss: 1.2126... Generator Loss: 0.8162 Epoch 1/1... Discriminator Loss: 1.3406... Generator Loss: 0.8350 Epoch 1/1... Discriminator Loss: 0.9561... Generator Loss: 1.7395 Epoch 1/1... Discriminator Loss: 1.5220... Generator Loss: 0.5234 Epoch 1/1... Discriminator Loss: 1.1970... Generator Loss: 0.8987 Epoch 1/1... Discriminator Loss: 1.2950... Generator Loss: 0.6918 Epoch 1/1... Discriminator Loss: 1.1539... Generator Loss: 0.8737
Epoch 1/1... Discriminator Loss: 1.4276... Generator Loss: 0.5896 Epoch 1/1... Discriminator Loss: 1.1812... Generator Loss: 0.7841 Epoch 1/1... Discriminator Loss: 1.1485... Generator Loss: 0.8597 Epoch 1/1... Discriminator Loss: 1.0102... Generator Loss: 1.0561 Epoch 1/1... Discriminator Loss: 1.1054... Generator Loss: 1.3148 Epoch 1/1... Discriminator Loss: 1.2552... Generator Loss: 0.9110 Epoch 1/1... Discriminator Loss: 0.9915... Generator Loss: 1.2912 Epoch 1/1... Discriminator Loss: 1.1508... Generator Loss: 1.1567 Epoch 1/1... Discriminator Loss: 1.1408... Generator Loss: 0.9398 Epoch 1/1... Discriminator Loss: 1.0786... Generator Loss: 1.4341
Epoch 1/1... Discriminator Loss: 1.3955... Generator Loss: 0.6648 Epoch 1/1... Discriminator Loss: 1.1685... Generator Loss: 0.8676 Epoch 1/1... Discriminator Loss: 1.3013... Generator Loss: 0.7725 Epoch 1/1... Discriminator Loss: 1.1505... Generator Loss: 1.0246 Epoch 1/1... Discriminator Loss: 1.3091... Generator Loss: 0.6749 Epoch 1/1... Discriminator Loss: 1.2858... Generator Loss: 0.6857 Epoch 1/1... Discriminator Loss: 0.9746... Generator Loss: 1.1108 Epoch 1/1... Discriminator Loss: 0.9865... Generator Loss: 1.5306 Epoch 1/1... Discriminator Loss: 1.0857... Generator Loss: 0.9987 Epoch 1/1... Discriminator Loss: 1.2677... Generator Loss: 0.7921
Epoch 1/1... Discriminator Loss: 1.1409... Generator Loss: 0.8504 Epoch 1/1... Discriminator Loss: 1.2714... Generator Loss: 0.7436 Epoch 1/1... Discriminator Loss: 1.2681... Generator Loss: 0.8362 Epoch 1/1... Discriminator Loss: 0.9735... Generator Loss: 1.4183 Epoch 1/1... Discriminator Loss: 1.1548... Generator Loss: 0.8378 Epoch 1/1... Discriminator Loss: 1.0975... Generator Loss: 1.0316 Epoch 1/1... Discriminator Loss: 1.3079... Generator Loss: 0.6551 Epoch 1/1... Discriminator Loss: 1.0868... Generator Loss: 0.9978 Epoch 1/1... Discriminator Loss: 1.3411... Generator Loss: 0.8263 Epoch 1/1... Discriminator Loss: 1.2379... Generator Loss: 0.7390
Epoch 1/1... Discriminator Loss: 1.0008... Generator Loss: 1.0911 Epoch 1/1... Discriminator Loss: 1.0667... Generator Loss: 1.4158 Epoch 1/1... Discriminator Loss: 1.2153... Generator Loss: 0.8160 Epoch 1/1... Discriminator Loss: 1.0731... Generator Loss: 0.9420 Epoch 1/1... Discriminator Loss: 1.0508... Generator Loss: 1.1621 Epoch 1/1... Discriminator Loss: 1.0691... Generator Loss: 1.3843 Epoch 1/1... Discriminator Loss: 1.2377... Generator Loss: 0.7142 Epoch 1/1... Discriminator Loss: 1.0991... Generator Loss: 1.0822 Epoch 1/1... Discriminator Loss: 1.2643... Generator Loss: 0.7507 Epoch 1/1... Discriminator Loss: 1.3623... Generator Loss: 0.6207
Epoch 1/1... Discriminator Loss: 1.1522... Generator Loss: 1.1710 Epoch 1/1... Discriminator Loss: 1.0122... Generator Loss: 1.0750 Epoch 1/1... Discriminator Loss: 1.2070... Generator Loss: 0.7774 Epoch 1/1... Discriminator Loss: 1.0371... Generator Loss: 1.4540 Epoch 1/1... Discriminator Loss: 1.6411... Generator Loss: 0.4514 Epoch 1/1... Discriminator Loss: 1.2577... Generator Loss: 0.7551 Epoch 1/1... Discriminator Loss: 1.2373... Generator Loss: 1.1840 Epoch 1/1... Discriminator Loss: 1.0633... Generator Loss: 1.2176 Epoch 1/1... Discriminator Loss: 1.1051... Generator Loss: 1.0159 Epoch 1/1... Discriminator Loss: 1.3366... Generator Loss: 0.6669
Epoch 1/1... Discriminator Loss: 1.0255... Generator Loss: 1.3131 Epoch 1/1... Discriminator Loss: 1.3263... Generator Loss: 0.7027 Epoch 1/1... Discriminator Loss: 1.2971... Generator Loss: 0.7357 Epoch 1/1... Discriminator Loss: 1.0408... Generator Loss: 1.3682 Epoch 1/1... Discriminator Loss: 1.0214... Generator Loss: 1.2803 Epoch 1/1... Discriminator Loss: 1.0590... Generator Loss: 1.4211 Epoch 1/1... Discriminator Loss: 1.1136... Generator Loss: 1.0851 Epoch 1/1... Discriminator Loss: 1.1096... Generator Loss: 0.9199 Epoch 1/1... Discriminator Loss: 1.1087... Generator Loss: 0.8948 Epoch 1/1... Discriminator Loss: 1.3091... Generator Loss: 0.6789
Epoch 1/1... Discriminator Loss: 1.4016... Generator Loss: 0.5861 Epoch 1/1... Discriminator Loss: 0.8888... Generator Loss: 1.5587 Epoch 1/1... Discriminator Loss: 1.3112... Generator Loss: 0.7052 Epoch 1/1... Discriminator Loss: 1.1456... Generator Loss: 0.8001 Epoch 1/1... Discriminator Loss: 1.3856... Generator Loss: 0.6537 Epoch 1/1... Discriminator Loss: 1.2817... Generator Loss: 0.7499 Epoch 1/1... Discriminator Loss: 1.3668... Generator Loss: 0.6006 Epoch 1/1... Discriminator Loss: 1.1801... Generator Loss: 1.0298 Epoch 1/1... Discriminator Loss: 1.3001... Generator Loss: 0.6900 Epoch 1/1... Discriminator Loss: 1.0715... Generator Loss: 1.3678
Epoch 1/1... Discriminator Loss: 1.3514... Generator Loss: 0.6035 Epoch 1/1... Discriminator Loss: 1.0929... Generator Loss: 1.0706 Epoch 1/1... Discriminator Loss: 1.1642... Generator Loss: 0.9700 Epoch 1/1... Discriminator Loss: 1.2602... Generator Loss: 0.9119 Epoch 1/1... Discriminator Loss: 1.1137... Generator Loss: 1.0359 Epoch 1/1... Discriminator Loss: 1.2080... Generator Loss: 0.8424 Epoch 1/1... Discriminator Loss: 1.1295... Generator Loss: 0.8436 Epoch 1/1... Discriminator Loss: 1.1269... Generator Loss: 0.9725 Epoch 1/1... Discriminator Loss: 1.2497... Generator Loss: 0.7146 Epoch 1/1... Discriminator Loss: 1.1960... Generator Loss: 1.0572
Epoch 1/1... Discriminator Loss: 1.0554... Generator Loss: 0.9643 Epoch 1/1... Discriminator Loss: 1.7096... Generator Loss: 0.3938 Epoch 1/1... Discriminator Loss: 1.3531... Generator Loss: 0.6060 Epoch 1/1... Discriminator Loss: 1.1767... Generator Loss: 0.9245 Epoch 1/1... Discriminator Loss: 1.2478... Generator Loss: 0.8914 Epoch 1/1... Discriminator Loss: 1.1779... Generator Loss: 0.8539 Epoch 1/1... Discriminator Loss: 1.0736... Generator Loss: 1.0269 Epoch 1/1... Discriminator Loss: 1.0905... Generator Loss: 1.5232 Epoch 1/1... Discriminator Loss: 1.0184... Generator Loss: 1.2605 Epoch 1/1... Discriminator Loss: 1.3384... Generator Loss: 0.8118
Epoch 1/1... Discriminator Loss: 1.1764... Generator Loss: 0.9185 Epoch 1/1... Discriminator Loss: 1.6481... Generator Loss: 0.4313 Epoch 1/1... Discriminator Loss: 1.1486... Generator Loss: 0.9051 Epoch 1/1... Discriminator Loss: 1.0614... Generator Loss: 0.9968 Epoch 1/1... Discriminator Loss: 1.1088... Generator Loss: 0.9513 Epoch 1/1... Discriminator Loss: 1.0348... Generator Loss: 1.1564 Epoch 1/1... Discriminator Loss: 0.9828... Generator Loss: 1.1226 Epoch 1/1... Discriminator Loss: 1.0935... Generator Loss: 1.0795 Epoch 1/1... Discriminator Loss: 1.0108... Generator Loss: 1.3346 Epoch 1/1... Discriminator Loss: 1.0921... Generator Loss: 1.0008
Epoch 1/1... Discriminator Loss: 1.1355... Generator Loss: 1.0022 Epoch 1/1... Discriminator Loss: 1.0928... Generator Loss: 0.9544 Epoch 1/1... Discriminator Loss: 1.3395... Generator Loss: 0.6859 Epoch 1/1... Discriminator Loss: 1.1922... Generator Loss: 1.1423 Epoch 1/1... Discriminator Loss: 1.0779... Generator Loss: 1.1614 Epoch 1/1... Discriminator Loss: 1.2432... Generator Loss: 0.7691 Epoch 1/1... Discriminator Loss: 1.0336... Generator Loss: 1.1861 Epoch 1/1... Discriminator Loss: 1.3733... Generator Loss: 0.5967 Epoch 1/1... Discriminator Loss: 0.8152... Generator Loss: 1.6756 Epoch 1/1... Discriminator Loss: 1.3476... Generator Loss: 0.6620
Epoch 1/1... Discriminator Loss: 1.0936... Generator Loss: 1.1659 Epoch 1/1... Discriminator Loss: 1.0809... Generator Loss: 0.9916 Epoch 1/1... Discriminator Loss: 1.2184... Generator Loss: 1.0826 Epoch 1/1... Discriminator Loss: 1.0702... Generator Loss: 1.0167 Epoch 1/1... Discriminator Loss: 1.3721... Generator Loss: 0.6295 Epoch 1/1... Discriminator Loss: 1.0994... Generator Loss: 1.0886 Epoch 1/1... Discriminator Loss: 1.1612... Generator Loss: 0.9283 Epoch 1/1... Discriminator Loss: 1.1934... Generator Loss: 0.8618 Epoch 1/1... Discriminator Loss: 1.0514... Generator Loss: 1.0868 Epoch 1/1... Discriminator Loss: 1.3495... Generator Loss: 0.5955
Epoch 1/1... Discriminator Loss: 1.2925... Generator Loss: 0.9621 Epoch 1/1... Discriminator Loss: 1.0971... Generator Loss: 1.0266 Epoch 1/1... Discriminator Loss: 0.9014... Generator Loss: 1.7872 Epoch 1/1... Discriminator Loss: 1.1672... Generator Loss: 0.9668 Epoch 1/1... Discriminator Loss: 1.3019... Generator Loss: 0.6971 Epoch 1/1... Discriminator Loss: 1.2204... Generator Loss: 0.7609 Epoch 1/1... Discriminator Loss: 1.1370... Generator Loss: 0.9887 Epoch 1/1... Discriminator Loss: 1.2361... Generator Loss: 0.8317 Epoch 1/1... Discriminator Loss: 1.1554... Generator Loss: 0.8703 Epoch 1/1... Discriminator Loss: 1.2664... Generator Loss: 0.7272
Epoch 1/1... Discriminator Loss: 1.0419... Generator Loss: 1.0504 Epoch 1/1... Discriminator Loss: 1.1259... Generator Loss: 0.9869 Epoch 1/1... Discriminator Loss: 1.5769... Generator Loss: 0.4905 Epoch 1/1... Discriminator Loss: 1.3453... Generator Loss: 0.7738 Epoch 1/1... Discriminator Loss: 1.2365... Generator Loss: 0.8924 Epoch 1/1... Discriminator Loss: 1.3016... Generator Loss: 0.7320 Epoch 1/1... Discriminator Loss: 1.3019... Generator Loss: 0.7326 Epoch 1/1... Discriminator Loss: 1.0765... Generator Loss: 1.1223 Epoch 1/1... Discriminator Loss: 0.8832... Generator Loss: 1.4752 Epoch 1/1... Discriminator Loss: 1.4043... Generator Loss: 0.6550
Epoch 1/1... Discriminator Loss: 1.3147... Generator Loss: 0.7083 Epoch 1/1... Discriminator Loss: 1.2830... Generator Loss: 0.7042 Epoch 1/1... Discriminator Loss: 0.9331... Generator Loss: 1.3999 Epoch 1/1... Discriminator Loss: 1.0796... Generator Loss: 1.3898 Epoch 1/1... Discriminator Loss: 1.0462... Generator Loss: 1.1202 Epoch 1/1... Discriminator Loss: 1.0385... Generator Loss: 1.1829 Epoch 1/1... Discriminator Loss: 1.1426... Generator Loss: 0.9571 Epoch 1/1... Discriminator Loss: 1.2512... Generator Loss: 0.7395 Epoch 1/1... Discriminator Loss: 1.0609... Generator Loss: 0.9405 Epoch 1/1... Discriminator Loss: 1.2058... Generator Loss: 1.0289
Epoch 1/1... Discriminator Loss: 1.2129... Generator Loss: 0.8619 Epoch 1/1... Discriminator Loss: 1.3359... Generator Loss: 0.8331 Epoch 1/1... Discriminator Loss: 1.3194... Generator Loss: 0.7135 Epoch 1/1... Discriminator Loss: 1.3949... Generator Loss: 0.6440 Epoch 1/1... Discriminator Loss: 1.2419... Generator Loss: 0.7119 Epoch 1/1... Discriminator Loss: 1.4059... Generator Loss: 0.5657 Epoch 1/1... Discriminator Loss: 1.4180... Generator Loss: 0.6999 Epoch 1/1... Discriminator Loss: 1.1839... Generator Loss: 0.7832 Epoch 1/1... Discriminator Loss: 1.2165... Generator Loss: 0.7683 Epoch 1/1... Discriminator Loss: 1.0725... Generator Loss: 1.0598
Epoch 1/1... Discriminator Loss: 1.0532... Generator Loss: 1.2546 Epoch 1/1... Discriminator Loss: 1.0472... Generator Loss: 1.0743 Epoch 1/1... Discriminator Loss: 1.1284... Generator Loss: 1.2246 Epoch 1/1... Discriminator Loss: 1.1869... Generator Loss: 0.8242 Epoch 1/1... Discriminator Loss: 1.2721... Generator Loss: 0.6962 Epoch 1/1... Discriminator Loss: 1.3216... Generator Loss: 0.7361 Epoch 1/1... Discriminator Loss: 1.3722... Generator Loss: 0.5766 Epoch 1/1... Discriminator Loss: 1.0480... Generator Loss: 1.0882 Epoch 1/1... Discriminator Loss: 1.1249... Generator Loss: 0.9813 Epoch 1/1... Discriminator Loss: 1.2055... Generator Loss: 1.1628
Epoch 1/1... Discriminator Loss: 1.1555... Generator Loss: 0.9677 Epoch 1/1... Discriminator Loss: 1.2175... Generator Loss: 0.8392 Epoch 1/1... Discriminator Loss: 1.1084... Generator Loss: 0.9840 Epoch 1/1... Discriminator Loss: 1.0646... Generator Loss: 1.1444 Epoch 1/1... Discriminator Loss: 1.0834... Generator Loss: 0.9479 Epoch 1/1... Discriminator Loss: 1.0311... Generator Loss: 1.0178 Epoch 1/1... Discriminator Loss: 1.1713... Generator Loss: 1.0199 Epoch 1/1... Discriminator Loss: 1.2804... Generator Loss: 0.7715 Epoch 1/1... Discriminator Loss: 1.2208... Generator Loss: 0.8051 Epoch 1/1... Discriminator Loss: 1.8036... Generator Loss: 0.3554
Epoch 1/1... Discriminator Loss: 1.0106... Generator Loss: 1.2645 Epoch 1/1... Discriminator Loss: 1.0775... Generator Loss: 1.1605 Epoch 1/1... Discriminator Loss: 1.0844... Generator Loss: 0.9935 Epoch 1/1... Discriminator Loss: 1.2978... Generator Loss: 0.9332 Epoch 1/1... Discriminator Loss: 1.1500... Generator Loss: 0.8010 Epoch 1/1... Discriminator Loss: 1.1944... Generator Loss: 0.8242 Epoch 1/1... Discriminator Loss: 1.1731... Generator Loss: 0.8305 Epoch 1/1... Discriminator Loss: 1.3781... Generator Loss: 0.6434 Epoch 1/1... Discriminator Loss: 1.2795... Generator Loss: 0.7034 Epoch 1/1... Discriminator Loss: 1.3469... Generator Loss: 0.7555
Epoch 1/1... Discriminator Loss: 1.2791... Generator Loss: 0.6521 Epoch 1/1... Discriminator Loss: 1.3409... Generator Loss: 0.7941 Epoch 1/1... Discriminator Loss: 1.2573... Generator Loss: 0.8481 Epoch 1/1... Discriminator Loss: 1.1695... Generator Loss: 0.8605 Epoch 1/1... Discriminator Loss: 0.9769... Generator Loss: 1.2636 Epoch 1/1... Discriminator Loss: 1.0925... Generator Loss: 1.1148 Epoch 1/1... Discriminator Loss: 1.0357... Generator Loss: 1.0509 Epoch 1/1... Discriminator Loss: 1.3480... Generator Loss: 0.7227 Epoch 1/1... Discriminator Loss: 1.0728... Generator Loss: 0.9613 Epoch 1/1... Discriminator Loss: 1.3151... Generator Loss: 0.7265
Epoch 1/1... Discriminator Loss: 1.0831... Generator Loss: 1.1027 Epoch 1/1... Discriminator Loss: 1.4144... Generator Loss: 0.6154 Epoch 1/1... Discriminator Loss: 0.9926... Generator Loss: 1.3135 Epoch 1/1... Discriminator Loss: 1.0070... Generator Loss: 1.2889 Epoch 1/1... Discriminator Loss: 1.1663... Generator Loss: 1.1309 Epoch 1/1... Discriminator Loss: 1.0015... Generator Loss: 1.1567 Epoch 1/1... Discriminator Loss: 1.3625... Generator Loss: 0.6620 Epoch 1/1... Discriminator Loss: 1.0138... Generator Loss: 1.1240 Epoch 1/1... Discriminator Loss: 1.3868... Generator Loss: 0.7330 Epoch 1/1... Discriminator Loss: 1.1343... Generator Loss: 0.8305
Epoch 1/1... Discriminator Loss: 1.0925... Generator Loss: 1.0668 Epoch 1/1... Discriminator Loss: 1.2067... Generator Loss: 0.7673 Epoch 1/1... Discriminator Loss: 1.2079... Generator Loss: 0.8694 Epoch 1/1... Discriminator Loss: 0.9702... Generator Loss: 1.4632 Epoch 1/1... Discriminator Loss: 1.0374... Generator Loss: 1.0266 Epoch 1/1... Discriminator Loss: 1.2350... Generator Loss: 0.8662 Epoch 1/1... Discriminator Loss: 1.3592... Generator Loss: 0.6703 Epoch 1/1... Discriminator Loss: 0.9426... Generator Loss: 1.6215 Epoch 1/1... Discriminator Loss: 1.2660... Generator Loss: 0.7423 Epoch 1/1... Discriminator Loss: 1.0334... Generator Loss: 1.0136
Epoch 1/1... Discriminator Loss: 1.0994... Generator Loss: 0.9716 Epoch 1/1... Discriminator Loss: 1.2951... Generator Loss: 0.7620 Epoch 1/1... Discriminator Loss: 1.4339... Generator Loss: 0.6385 Epoch 1/1... Discriminator Loss: 1.1506... Generator Loss: 0.9987 Epoch 1/1... Discriminator Loss: 1.2195... Generator Loss: 1.0252 Epoch 1/1... Discriminator Loss: 1.2353... Generator Loss: 0.8651 Epoch 1/1... Discriminator Loss: 1.3791... Generator Loss: 0.6369 Epoch 1/1... Discriminator Loss: 1.1820... Generator Loss: 0.9431 Epoch 1/1... Discriminator Loss: 1.0697... Generator Loss: 1.2738 Epoch 1/1... Discriminator Loss: 1.2547... Generator Loss: 0.7788
Epoch 1/1... Discriminator Loss: 1.2188... Generator Loss: 0.8127 Epoch 1/1... Discriminator Loss: 1.0226... Generator Loss: 1.1949 Epoch 1/1... Discriminator Loss: 1.1337... Generator Loss: 0.9218 Epoch 1/1... Discriminator Loss: 1.2007... Generator Loss: 0.8590 Epoch 1/1... Discriminator Loss: 1.3631... Generator Loss: 0.7428 Epoch 1/1... Discriminator Loss: 1.0491... Generator Loss: 1.2145 Epoch 1/1... Discriminator Loss: 1.3175... Generator Loss: 0.8208 Epoch 1/1... Discriminator Loss: 1.1312... Generator Loss: 0.8481 Epoch 1/1... Discriminator Loss: 1.1544... Generator Loss: 1.0630 Epoch 1/1... Discriminator Loss: 1.1468... Generator Loss: 1.1757
Epoch 1/1... Discriminator Loss: 1.0976... Generator Loss: 0.9056 Epoch 1/1... Discriminator Loss: 1.2132... Generator Loss: 0.8442 Epoch 1/1... Discriminator Loss: 1.2125... Generator Loss: 0.9546 Epoch 1/1... Discriminator Loss: 1.1292... Generator Loss: 1.0601 Epoch 1/1... Discriminator Loss: 1.2315... Generator Loss: 0.8320 Epoch 1/1... Discriminator Loss: 1.2577... Generator Loss: 0.7940 Epoch 1/1... Discriminator Loss: 1.2841... Generator Loss: 0.7383 Epoch 1/1... Discriminator Loss: 1.0475... Generator Loss: 1.1474 Epoch 1/1... Discriminator Loss: 1.1549... Generator Loss: 0.9311 Epoch 1/1... Discriminator Loss: 1.2882... Generator Loss: 0.6895
Epoch 1/1... Discriminator Loss: 1.4441... Generator Loss: 0.6169 Epoch 1/1... Discriminator Loss: 1.0417... Generator Loss: 1.0087 Epoch 1/1... Discriminator Loss: 1.1605... Generator Loss: 0.8710 Epoch 1/1... Discriminator Loss: 1.2682... Generator Loss: 0.7982 Epoch 1/1... Discriminator Loss: 1.3676... Generator Loss: 0.6612 Epoch 1/1... Discriminator Loss: 1.1749... Generator Loss: 0.9164 Epoch 1/1... Discriminator Loss: 1.2998... Generator Loss: 0.8449 Epoch 1/1... Discriminator Loss: 1.1757... Generator Loss: 0.7780 Epoch 1/1... Discriminator Loss: 1.1487... Generator Loss: 1.1617 Epoch 1/1... Discriminator Loss: 1.1902... Generator Loss: 0.8582
Epoch 1/1... Discriminator Loss: 1.4171... Generator Loss: 0.6172 Epoch 1/1... Discriminator Loss: 1.0980... Generator Loss: 0.9449 Epoch 1/1... Discriminator Loss: 1.3363... Generator Loss: 0.7022 Epoch 1/1... Discriminator Loss: 1.3399... Generator Loss: 0.6222 Epoch 1/1... Discriminator Loss: 0.9787... Generator Loss: 1.2309 Epoch 1/1... Discriminator Loss: 1.1853... Generator Loss: 0.8067 Epoch 1/1... Discriminator Loss: 1.1984... Generator Loss: 0.8039 Epoch 1/1... Discriminator Loss: 1.1900... Generator Loss: 0.7752 Epoch 1/1... Discriminator Loss: 1.2611... Generator Loss: 0.9128 Epoch 1/1... Discriminator Loss: 1.0495... Generator Loss: 1.0063
Epoch 1/1... Discriminator Loss: 1.3143... Generator Loss: 0.6882 Epoch 1/1... Discriminator Loss: 1.4416... Generator Loss: 0.5628 Epoch 1/1... Discriminator Loss: 1.1742... Generator Loss: 0.9004 Epoch 1/1... Discriminator Loss: 1.1739... Generator Loss: 1.3970 Epoch 1/1... Discriminator Loss: 1.2580... Generator Loss: 0.7495 Epoch 1/1... Discriminator Loss: 1.1288... Generator Loss: 0.9669 Epoch 1/1... Discriminator Loss: 1.0534... Generator Loss: 0.9904 Epoch 1/1... Discriminator Loss: 1.2793... Generator Loss: 0.7688 Epoch 1/1... Discriminator Loss: 1.2795... Generator Loss: 0.8044 Epoch 1/1... Discriminator Loss: 1.3841... Generator Loss: 0.6574
Epoch 1/1... Discriminator Loss: 1.1768... Generator Loss: 0.8892 Epoch 1/1... Discriminator Loss: 1.0313... Generator Loss: 1.1374 Epoch 1/1... Discriminator Loss: 1.2010... Generator Loss: 0.7773 Epoch 1/1... Discriminator Loss: 1.3717... Generator Loss: 0.9119 Epoch 1/1... Discriminator Loss: 1.3584... Generator Loss: 0.6648 Epoch 1/1... Discriminator Loss: 1.1794... Generator Loss: 0.9354 Epoch 1/1... Discriminator Loss: 1.1235... Generator Loss: 0.9689 Epoch 1/1... Discriminator Loss: 1.2929... Generator Loss: 0.6782 Epoch 1/1... Discriminator Loss: 1.2315... Generator Loss: 0.8208 Epoch 1/1... Discriminator Loss: 1.1284... Generator Loss: 0.9922
Epoch 1/1... Discriminator Loss: 1.3154... Generator Loss: 0.6438 Epoch 1/1... Discriminator Loss: 1.2693... Generator Loss: 0.7281 Epoch 1/1... Discriminator Loss: 1.1507... Generator Loss: 1.0634 Epoch 1/1... Discriminator Loss: 1.2329... Generator Loss: 0.7640 Epoch 1/1... Discriminator Loss: 1.2726... Generator Loss: 0.7416 Epoch 1/1... Discriminator Loss: 1.2474... Generator Loss: 0.7664 Epoch 1/1... Discriminator Loss: 1.1679... Generator Loss: 0.8223 Epoch 1/1... Discriminator Loss: 1.1818... Generator Loss: 0.9069 Epoch 1/1... Discriminator Loss: 1.0408... Generator Loss: 1.0694 Epoch 1/1... Discriminator Loss: 0.9677... Generator Loss: 1.2333
Epoch 1/1... Discriminator Loss: 1.1286... Generator Loss: 0.8822 Epoch 1/1... Discriminator Loss: 1.2404... Generator Loss: 0.8458 Epoch 1/1... Discriminator Loss: 1.2775... Generator Loss: 0.6866 Epoch 1/1... Discriminator Loss: 1.0813... Generator Loss: 0.8905 Epoch 1/1... Discriminator Loss: 1.2205... Generator Loss: 0.7737 Epoch 1/1... Discriminator Loss: 1.2144... Generator Loss: 0.7566 Epoch 1/1... Discriminator Loss: 1.3748... Generator Loss: 0.7367 Epoch 1/1... Discriminator Loss: 1.2602... Generator Loss: 0.7419 Epoch 1/1... Discriminator Loss: 1.1409... Generator Loss: 0.9649 Epoch 1/1... Discriminator Loss: 1.3301... Generator Loss: 0.6578
Epoch 1/1... Discriminator Loss: 1.0391... Generator Loss: 1.0470 Epoch 1/1... Discriminator Loss: 1.4178... Generator Loss: 0.5897 Epoch 1/1... Discriminator Loss: 1.1967... Generator Loss: 0.9242 Epoch 1/1... Discriminator Loss: 1.0180... Generator Loss: 1.3003 Epoch 1/1... Discriminator Loss: 1.1259... Generator Loss: 0.8425 Epoch 1/1... Discriminator Loss: 1.1111... Generator Loss: 1.0077 Epoch 1/1... Discriminator Loss: 1.0845... Generator Loss: 1.0275 Epoch 1/1... Discriminator Loss: 1.2822... Generator Loss: 0.7343 Epoch 1/1... Discriminator Loss: 1.1738... Generator Loss: 1.1556 Epoch 1/1... Discriminator Loss: 1.2602... Generator Loss: 0.7263
Epoch 1/1... Discriminator Loss: 1.0804... Generator Loss: 1.0796 Epoch 1/1... Discriminator Loss: 1.2236... Generator Loss: 0.7242 Epoch 1/1... Discriminator Loss: 1.3442... Generator Loss: 0.6814 Epoch 1/1... Discriminator Loss: 1.1605... Generator Loss: 0.9358 Epoch 1/1... Discriminator Loss: 1.3910... Generator Loss: 0.6871 Epoch 1/1... Discriminator Loss: 1.2808... Generator Loss: 0.7192 Epoch 1/1... Discriminator Loss: 1.1019... Generator Loss: 0.9757 Epoch 1/1... Discriminator Loss: 1.0225... Generator Loss: 1.0787 Epoch 1/1... Discriminator Loss: 1.3057... Generator Loss: 0.7890 Epoch 1/1... Discriminator Loss: 1.3041... Generator Loss: 0.8290
Epoch 1/1... Discriminator Loss: 1.1697... Generator Loss: 0.8751 Epoch 1/1... Discriminator Loss: 1.1558... Generator Loss: 1.1123 Epoch 1/1... Discriminator Loss: 1.2885... Generator Loss: 0.7916 Epoch 1/1... Discriminator Loss: 1.0761... Generator Loss: 1.0760 Epoch 1/1... Discriminator Loss: 1.2636... Generator Loss: 0.8767 Epoch 1/1... Discriminator Loss: 1.3216... Generator Loss: 0.7044 Epoch 1/1... Discriminator Loss: 1.3493... Generator Loss: 0.6143 Epoch 1/1... Discriminator Loss: 1.2012... Generator Loss: 0.7833 Epoch 1/1... Discriminator Loss: 1.2917... Generator Loss: 0.7900 Epoch 1/1... Discriminator Loss: 1.0731... Generator Loss: 1.0793
Epoch 1/1... Discriminator Loss: 1.2823... Generator Loss: 0.8364 Epoch 1/1... Discriminator Loss: 1.1742... Generator Loss: 0.8784 Epoch 1/1... Discriminator Loss: 1.1737... Generator Loss: 1.5939 Epoch 1/1... Discriminator Loss: 1.4118... Generator Loss: 0.5995 Epoch 1/1... Discriminator Loss: 1.0451... Generator Loss: 1.0818 Epoch 1/1... Discriminator Loss: 1.2166... Generator Loss: 0.7642 Epoch 1/1... Discriminator Loss: 1.0324... Generator Loss: 1.0384 Epoch 1/1... Discriminator Loss: 1.2686... Generator Loss: 0.7522 Epoch 1/1... Discriminator Loss: 1.1599... Generator Loss: 1.0984 Epoch 1/1... Discriminator Loss: 0.9039... Generator Loss: 1.3163
Epoch 1/1... Discriminator Loss: 1.1444... Generator Loss: 1.2121 Epoch 1/1... Discriminator Loss: 1.3099... Generator Loss: 0.6893 Epoch 1/1... Discriminator Loss: 1.0625... Generator Loss: 1.1819 Epoch 1/1... Discriminator Loss: 1.1927... Generator Loss: 0.9129 Epoch 1/1... Discriminator Loss: 1.2156... Generator Loss: 0.7695 Epoch 1/1... Discriminator Loss: 1.1068... Generator Loss: 1.0277 Epoch 1/1... Discriminator Loss: 1.1758... Generator Loss: 0.8556 Epoch 1/1... Discriminator Loss: 1.1830... Generator Loss: 0.7792 Epoch 1/1... Discriminator Loss: 1.4229... Generator Loss: 0.8418 Epoch 1/1... Discriminator Loss: 1.4677... Generator Loss: 0.5601
Epoch 1/1... Discriminator Loss: 1.0415... Generator Loss: 1.0682 Epoch 1/1... Discriminator Loss: 1.1655... Generator Loss: 0.9482 Epoch 1/1... Discriminator Loss: 1.1740... Generator Loss: 1.1152 Epoch 1/1... Discriminator Loss: 1.2834... Generator Loss: 0.7654 Epoch 1/1... Discriminator Loss: 1.1914... Generator Loss: 0.8633 Epoch 1/1... Discriminator Loss: 1.1781... Generator Loss: 0.8773 Epoch 1/1... Discriminator Loss: 1.0260... Generator Loss: 1.1202 Epoch 1/1... Discriminator Loss: 1.1625... Generator Loss: 1.0600 Epoch 1/1... Discriminator Loss: 1.0473... Generator Loss: 1.3197 Epoch 1/1... Discriminator Loss: 1.2467... Generator Loss: 0.7689
Epoch 1/1... Discriminator Loss: 1.0606... Generator Loss: 1.2400 Epoch 1/1... Discriminator Loss: 1.2034... Generator Loss: 0.8529 Epoch 1/1... Discriminator Loss: 1.2420... Generator Loss: 0.7590 Epoch 1/1... Discriminator Loss: 1.0657... Generator Loss: 1.0024 Epoch 1/1... Discriminator Loss: 1.1757... Generator Loss: 0.8139 Epoch 1/1... Discriminator Loss: 1.1094... Generator Loss: 1.1040 Epoch 1/1... Discriminator Loss: 1.1433... Generator Loss: 1.0200 Epoch 1/1... Discriminator Loss: 0.9684... Generator Loss: 1.1303 Epoch 1/1... Discriminator Loss: 1.2493... Generator Loss: 0.7792 Epoch 1/1... Discriminator Loss: 1.2238... Generator Loss: 0.8371
Epoch 1/1... Discriminator Loss: 1.3756... Generator Loss: 0.7006 Epoch 1/1... Discriminator Loss: 1.1650... Generator Loss: 1.0285 Epoch 1/1... Discriminator Loss: 1.1856... Generator Loss: 0.8445 Epoch 1/1... Discriminator Loss: 1.1797... Generator Loss: 0.8792 Epoch 1/1... Discriminator Loss: 1.1054... Generator Loss: 0.9186 Epoch 1/1... Discriminator Loss: 1.4844... Generator Loss: 0.6227 Epoch 1/1... Discriminator Loss: 1.3712... Generator Loss: 0.6439 Epoch 1/1... Discriminator Loss: 1.0594... Generator Loss: 0.9756 Epoch 1/1... Discriminator Loss: 1.2734... Generator Loss: 0.8659 Epoch 1/1... Discriminator Loss: 1.1269... Generator Loss: 0.9098
Epoch 1/1... Discriminator Loss: 1.0525... Generator Loss: 1.1504 Epoch 1/1... Discriminator Loss: 1.0928... Generator Loss: 0.9476 Epoch 1/1... Discriminator Loss: 1.1445... Generator Loss: 0.8643 Epoch 1/1... Discriminator Loss: 1.1680... Generator Loss: 0.8601 Epoch 1/1... Discriminator Loss: 1.2313... Generator Loss: 0.9029 Epoch 1/1... Discriminator Loss: 1.1862... Generator Loss: 0.9265 Epoch 1/1... Discriminator Loss: 1.1573... Generator Loss: 0.8482 Epoch 1/1... Discriminator Loss: 1.5312... Generator Loss: 0.4952 Epoch 1/1... Discriminator Loss: 1.7557... Generator Loss: 0.4319 Epoch 1/1... Discriminator Loss: 1.0182... Generator Loss: 1.0743
Epoch 1/1... Discriminator Loss: 1.1807... Generator Loss: 0.8532 Epoch 1/1... Discriminator Loss: 1.0502... Generator Loss: 1.1550 Epoch 1/1... Discriminator Loss: 1.2007... Generator Loss: 0.8050 Epoch 1/1... Discriminator Loss: 1.2506... Generator Loss: 0.8522 Epoch 1/1... Discriminator Loss: 1.1536... Generator Loss: 0.8239 Epoch 1/1... Discriminator Loss: 1.2414... Generator Loss: 0.8035 Epoch 1/1... Discriminator Loss: 1.2099... Generator Loss: 0.7905 Epoch 1/1... Discriminator Loss: 1.1568... Generator Loss: 0.8191 Epoch 1/1... Discriminator Loss: 1.5633... Generator Loss: 0.5852 Epoch 1/1... Discriminator Loss: 1.2959... Generator Loss: 0.7848
Epoch 1/1... Discriminator Loss: 1.3689... Generator Loss: 0.6501 Epoch 1/1... Discriminator Loss: 1.1619... Generator Loss: 0.8711 Epoch 1/1... Discriminator Loss: 0.9810... Generator Loss: 1.2454 Epoch 1/1... Discriminator Loss: 1.3555... Generator Loss: 0.7129 Epoch 1/1... Discriminator Loss: 1.1917... Generator Loss: 0.9571 Epoch 1/1... Discriminator Loss: 1.0090... Generator Loss: 1.2097 Epoch 1/1... Discriminator Loss: 1.2549... Generator Loss: 0.8750 Epoch 1/1... Discriminator Loss: 1.1549... Generator Loss: 0.9398 Epoch 1/1... Discriminator Loss: 1.0793... Generator Loss: 1.0805 Epoch 1/1... Discriminator Loss: 1.1229... Generator Loss: 1.2393
Epoch 1/1... Discriminator Loss: 1.1130... Generator Loss: 1.0405 Epoch 1/1... Discriminator Loss: 1.3643... Generator Loss: 0.6126 Epoch 1/1... Discriminator Loss: 1.2534... Generator Loss: 0.7416 Epoch 1/1... Discriminator Loss: 1.2352... Generator Loss: 0.8739 Epoch 1/1... Discriminator Loss: 1.1898... Generator Loss: 0.8081 Epoch 1/1... Discriminator Loss: 1.3934... Generator Loss: 0.7559 Epoch 1/1... Discriminator Loss: 1.2318... Generator Loss: 0.8815 Epoch 1/1... Discriminator Loss: 1.4167... Generator Loss: 0.6821 Epoch 1/1... Discriminator Loss: 1.2604... Generator Loss: 0.7661 Epoch 1/1... Discriminator Loss: 1.0729... Generator Loss: 1.0517
Epoch 1/1... Discriminator Loss: 1.2914... Generator Loss: 0.7017 Epoch 1/1... Discriminator Loss: 1.0690... Generator Loss: 1.1884 Epoch 1/1... Discriminator Loss: 1.1484... Generator Loss: 0.9145 Epoch 1/1... Discriminator Loss: 1.3457... Generator Loss: 0.6478 Epoch 1/1... Discriminator Loss: 1.1259... Generator Loss: 1.1124 Epoch 1/1... Discriminator Loss: 1.1354... Generator Loss: 1.0239 Epoch 1/1... Discriminator Loss: 1.0950... Generator Loss: 1.1049 Epoch 1/1... Discriminator Loss: 1.0324... Generator Loss: 1.2736 Epoch 1/1... Discriminator Loss: 1.1001... Generator Loss: 0.9026 Epoch 1/1... Discriminator Loss: 1.2934... Generator Loss: 0.7116
Epoch 1/1... Discriminator Loss: 1.1869... Generator Loss: 1.0771 Epoch 1/1... Discriminator Loss: 0.9120... Generator Loss: 1.2639 Epoch 1/1... Discriminator Loss: 0.9866... Generator Loss: 1.2071 Epoch 1/1... Discriminator Loss: 1.0078... Generator Loss: 1.1184 Epoch 1/1... Discriminator Loss: 1.1667... Generator Loss: 0.8511 Epoch 1/1... Discriminator Loss: 1.8357... Generator Loss: 0.3409 Epoch 1/1... Discriminator Loss: 1.1523... Generator Loss: 0.9123 Epoch 1/1... Discriminator Loss: 1.1864... Generator Loss: 1.2545 Epoch 1/1... Discriminator Loss: 0.9746... Generator Loss: 1.2968 Epoch 1/1... Discriminator Loss: 1.0505... Generator Loss: 1.0454
Epoch 1/1... Discriminator Loss: 1.1061... Generator Loss: 1.3701 Epoch 1/1... Discriminator Loss: 1.3098... Generator Loss: 0.6754 Epoch 1/1... Discriminator Loss: 1.0356... Generator Loss: 1.0265 Epoch 1/1... Discriminator Loss: 1.1378... Generator Loss: 1.0999 Epoch 1/1... Discriminator Loss: 1.1462... Generator Loss: 0.9032 Epoch 1/1... Discriminator Loss: 1.1716... Generator Loss: 0.9357 Epoch 1/1... Discriminator Loss: 1.1523... Generator Loss: 0.9224 Epoch 1/1... Discriminator Loss: 1.2874... Generator Loss: 0.6696 Epoch 1/1... Discriminator Loss: 1.1203... Generator Loss: 0.8730 Epoch 1/1... Discriminator Loss: 1.2710... Generator Loss: 0.7291
Epoch 1/1... Discriminator Loss: 1.2305... Generator Loss: 1.0616 Epoch 1/1... Discriminator Loss: 1.2339... Generator Loss: 0.7916 Epoch 1/1... Discriminator Loss: 1.4865... Generator Loss: 0.5060 Epoch 1/1... Discriminator Loss: 1.2577... Generator Loss: 0.8826 Epoch 1/1... Discriminator Loss: 0.9609... Generator Loss: 1.2550 Epoch 1/1... Discriminator Loss: 1.3365... Generator Loss: 0.7301 Epoch 1/1... Discriminator Loss: 1.0183... Generator Loss: 1.0578 Epoch 1/1... Discriminator Loss: 1.1142... Generator Loss: 0.9481 Epoch 1/1... Discriminator Loss: 1.1505... Generator Loss: 0.9089 Epoch 1/1... Discriminator Loss: 1.1211... Generator Loss: 1.0509
Epoch 1/1... Discriminator Loss: 0.9537... Generator Loss: 1.2304 Epoch 1/1... Discriminator Loss: 1.0481... Generator Loss: 1.0657 Epoch 1/1... Discriminator Loss: 1.1222... Generator Loss: 0.8808 Epoch 1/1... Discriminator Loss: 1.2399... Generator Loss: 0.8178 Epoch 1/1... Discriminator Loss: 1.0113... Generator Loss: 1.0171 Epoch 1/1... Discriminator Loss: 1.0780... Generator Loss: 1.0413 Epoch 1/1... Discriminator Loss: 1.3422... Generator Loss: 0.6905 Epoch 1/1... Discriminator Loss: 1.0886... Generator Loss: 0.9879 Epoch 1/1... Discriminator Loss: 1.0966... Generator Loss: 0.9769 Epoch 1/1... Discriminator Loss: 1.3125... Generator Loss: 0.6670
Epoch 1/1... Discriminator Loss: 1.4541... Generator Loss: 0.5589 Epoch 1/1... Discriminator Loss: 1.2622... Generator Loss: 0.9027 Epoch 1/1... Discriminator Loss: 1.3210... Generator Loss: 0.7565 Epoch 1/1... Discriminator Loss: 1.1290... Generator Loss: 0.8670 Epoch 1/1... Discriminator Loss: 1.2318... Generator Loss: 0.7822 Epoch 1/1... Discriminator Loss: 1.4513... Generator Loss: 0.5465 Epoch 1/1... Discriminator Loss: 1.5372... Generator Loss: 0.5220 Epoch 1/1... Discriminator Loss: 1.2576... Generator Loss: 0.9261 Epoch 1/1... Discriminator Loss: 1.1388... Generator Loss: 1.1717 Epoch 1/1... Discriminator Loss: 1.2649... Generator Loss: 0.7342
Epoch 1/1... Discriminator Loss: 1.0122... Generator Loss: 1.1157 Epoch 1/1... Discriminator Loss: 1.0832... Generator Loss: 0.9222 Epoch 1/1... Discriminator Loss: 1.2049... Generator Loss: 0.7865 Epoch 1/1... Discriminator Loss: 1.3400... Generator Loss: 0.7642 Epoch 1/1... Discriminator Loss: 1.2460... Generator Loss: 0.7714 Epoch 1/1... Discriminator Loss: 1.1600... Generator Loss: 0.8393 Epoch 1/1... Discriminator Loss: 1.1640... Generator Loss: 0.9266 Epoch 1/1... Discriminator Loss: 1.3006... Generator Loss: 0.6919 Epoch 1/1... Discriminator Loss: 1.1896... Generator Loss: 1.0046 Epoch 1/1... Discriminator Loss: 1.0130... Generator Loss: 1.4354
Epoch 1/1... Discriminator Loss: 1.3716... Generator Loss: 0.5881 Epoch 1/1... Discriminator Loss: 1.1972... Generator Loss: 1.0261 Epoch 1/1... Discriminator Loss: 1.2008... Generator Loss: 0.9992 Epoch 1/1... Discriminator Loss: 1.2243... Generator Loss: 0.9748 Epoch 1/1... Discriminator Loss: 1.0442... Generator Loss: 1.1188 Epoch 1/1... Discriminator Loss: 1.0928... Generator Loss: 0.9033 Epoch 1/1... Discriminator Loss: 1.5553... Generator Loss: 0.4940 Epoch 1/1... Discriminator Loss: 1.2242... Generator Loss: 0.8899 Epoch 1/1... Discriminator Loss: 1.0724... Generator Loss: 1.1246 Epoch 1/1... Discriminator Loss: 1.1399... Generator Loss: 0.9070
Epoch 1/1... Discriminator Loss: 1.2877... Generator Loss: 0.7021 Epoch 1/1... Discriminator Loss: 1.1855... Generator Loss: 0.8871 Epoch 1/1... Discriminator Loss: 1.2183... Generator Loss: 0.7818 Epoch 1/1... Discriminator Loss: 1.3785... Generator Loss: 0.6896 Epoch 1/1... Discriminator Loss: 1.0678... Generator Loss: 1.0837 Epoch 1/1... Discriminator Loss: 1.1074... Generator Loss: 0.9429 Epoch 1/1... Discriminator Loss: 1.2874... Generator Loss: 0.7328 Epoch 1/1... Discriminator Loss: 1.5471... Generator Loss: 0.5141 Epoch 1/1... Discriminator Loss: 1.2621... Generator Loss: 0.8613 Epoch 1/1... Discriminator Loss: 1.0350... Generator Loss: 1.1409
Epoch 1/1... Discriminator Loss: 1.4540... Generator Loss: 0.5739 Epoch 1/1... Discriminator Loss: 1.3207... Generator Loss: 0.6749 Epoch 1/1... Discriminator Loss: 1.2305... Generator Loss: 0.9632 Epoch 1/1... Discriminator Loss: 0.9775... Generator Loss: 1.2164 Epoch 1/1... Discriminator Loss: 1.1758... Generator Loss: 0.8971 Epoch 1/1... Discriminator Loss: 1.4036... Generator Loss: 0.5938 Epoch 1/1... Discriminator Loss: 1.0335... Generator Loss: 1.1819 Epoch 1/1... Discriminator Loss: 1.2842... Generator Loss: 0.6796 Epoch 1/1... Discriminator Loss: 1.3352... Generator Loss: 0.6624 Epoch 1/1... Discriminator Loss: 1.1676... Generator Loss: 1.2795
Epoch 1/1... Discriminator Loss: 1.1823... Generator Loss: 0.9998 Epoch 1/1... Discriminator Loss: 1.2481... Generator Loss: 0.7280 Epoch 1/1... Discriminator Loss: 1.3330... Generator Loss: 0.6715 Epoch 1/1... Discriminator Loss: 1.2218... Generator Loss: 0.8685 Epoch 1/1... Discriminator Loss: 1.1800... Generator Loss: 0.8889 Epoch 1/1... Discriminator Loss: 1.2286... Generator Loss: 0.7498 Epoch 1/1... Discriminator Loss: 1.0242... Generator Loss: 1.3751 Epoch 1/1... Discriminator Loss: 1.3033... Generator Loss: 0.7966 Epoch 1/1... Discriminator Loss: 1.1391... Generator Loss: 1.2777 Epoch 1/1... Discriminator Loss: 1.2025... Generator Loss: 0.8273
Epoch 1/1... Discriminator Loss: 1.0962... Generator Loss: 0.9941 Epoch 1/1... Discriminator Loss: 1.2683... Generator Loss: 0.7630 Epoch 1/1... Discriminator Loss: 1.2322... Generator Loss: 0.7616 Epoch 1/1... Discriminator Loss: 1.1950... Generator Loss: 0.8109 Epoch 1/1... Discriminator Loss: 1.1763... Generator Loss: 0.9042 Epoch 1/1... Discriminator Loss: 1.1156... Generator Loss: 0.9834 Epoch 1/1... Discriminator Loss: 1.1035... Generator Loss: 0.9825 Epoch 1/1... Discriminator Loss: 0.9483... Generator Loss: 1.2879 Epoch 1/1... Discriminator Loss: 1.0935... Generator Loss: 1.0271 Epoch 1/1... Discriminator Loss: 1.2935... Generator Loss: 0.7599
Epoch 1/1... Discriminator Loss: 1.0907... Generator Loss: 1.0034 Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 0.8028 Epoch 1/1... Discriminator Loss: 1.0165... Generator Loss: 1.0599 Epoch 1/1... Discriminator Loss: 1.1341... Generator Loss: 1.0166 Epoch 1/1... Discriminator Loss: 0.9821... Generator Loss: 1.1522 Epoch 1/1... Discriminator Loss: 1.2231... Generator Loss: 0.7642 Epoch 1/1... Discriminator Loss: 1.0947... Generator Loss: 1.0256 Epoch 1/1... Discriminator Loss: 1.2013... Generator Loss: 0.8774 Epoch 1/1... Discriminator Loss: 1.3710... Generator Loss: 0.6101 Epoch 1/1... Discriminator Loss: 1.1694... Generator Loss: 0.8899
Epoch 1/1... Discriminator Loss: 1.5052... Generator Loss: 0.5626 Epoch 1/1... Discriminator Loss: 1.2250... Generator Loss: 0.7378 Epoch 1/1... Discriminator Loss: 1.2475... Generator Loss: 0.7413 Epoch 1/1... Discriminator Loss: 1.2060... Generator Loss: 0.7783 Epoch 1/1... Discriminator Loss: 1.2371... Generator Loss: 0.7496 Epoch 1/1... Discriminator Loss: 1.4362... Generator Loss: 0.6936 Epoch 1/1... Discriminator Loss: 1.1399... Generator Loss: 1.0798 Epoch 1/1... Discriminator Loss: 1.2885... Generator Loss: 0.7348 Epoch 1/1... Discriminator Loss: 1.0203... Generator Loss: 1.0720 Epoch 1/1... Discriminator Loss: 1.1565... Generator Loss: 0.8691
Epoch 1/1... Discriminator Loss: 1.1995... Generator Loss: 0.8066 Epoch 1/1... Discriminator Loss: 1.1556... Generator Loss: 0.9250 Epoch 1/1... Discriminator Loss: 1.2990... Generator Loss: 0.7017 Epoch 1/1... Discriminator Loss: 0.9890... Generator Loss: 1.4279 Epoch 1/1... Discriminator Loss: 1.1772... Generator Loss: 0.8268 Epoch 1/1... Discriminator Loss: 1.4661... Generator Loss: 0.5339 Epoch 1/1... Discriminator Loss: 1.2398... Generator Loss: 0.7575 Epoch 1/1... Discriminator Loss: 1.3639... Generator Loss: 0.6477 Epoch 1/1... Discriminator Loss: 1.2289... Generator Loss: 0.7689 Epoch 1/1... Discriminator Loss: 1.3436... Generator Loss: 0.7569
Epoch 1/1... Discriminator Loss: 1.2945... Generator Loss: 0.7058 Epoch 1/1... Discriminator Loss: 1.1492... Generator Loss: 1.2732 Epoch 1/1... Discriminator Loss: 1.1548... Generator Loss: 0.9033 Epoch 1/1... Discriminator Loss: 1.2431... Generator Loss: 0.7756 Epoch 1/1... Discriminator Loss: 1.3678... Generator Loss: 0.6169 Epoch 1/1... Discriminator Loss: 1.1247... Generator Loss: 0.9379 Epoch 1/1... Discriminator Loss: 1.1438... Generator Loss: 0.8678 Epoch 1/1... Discriminator Loss: 1.3595... Generator Loss: 0.6496 Epoch 1/1... Discriminator Loss: 1.5182... Generator Loss: 0.5271 Epoch 1/1... Discriminator Loss: 0.9578... Generator Loss: 1.1485
Epoch 1/1... Discriminator Loss: 1.0359... Generator Loss: 1.1434 Epoch 1/1... Discriminator Loss: 1.3450... Generator Loss: 1.1197 Epoch 1/1... Discriminator Loss: 1.3435... Generator Loss: 0.7296 Epoch 1/1... Discriminator Loss: 1.1822... Generator Loss: 0.9715 Epoch 1/1... Discriminator Loss: 1.1620... Generator Loss: 0.8769 Epoch 1/1... Discriminator Loss: 1.1876... Generator Loss: 0.9368 Epoch 1/1... Discriminator Loss: 1.3184... Generator Loss: 0.8088 Epoch 1/1... Discriminator Loss: 1.1361... Generator Loss: 1.0388 Epoch 1/1... Discriminator Loss: 0.9584... Generator Loss: 1.2548 Epoch 1/1... Discriminator Loss: 0.9708... Generator Loss: 1.3626
Epoch 1/1... Discriminator Loss: 1.2946... Generator Loss: 0.6544 Epoch 1/1... Discriminator Loss: 1.2536... Generator Loss: 0.7821 Epoch 1/1... Discriminator Loss: 1.1733... Generator Loss: 0.8605 Epoch 1/1... Discriminator Loss: 1.2412... Generator Loss: 0.7482 Epoch 1/1... Discriminator Loss: 1.2775... Generator Loss: 0.8251 Epoch 1/1... Discriminator Loss: 1.2623... Generator Loss: 0.8546 Epoch 1/1... Discriminator Loss: 1.3419... Generator Loss: 0.7049 Epoch 1/1... Discriminator Loss: 1.2929... Generator Loss: 0.6721 Epoch 1/1... Discriminator Loss: 1.2575... Generator Loss: 0.7542 Epoch 1/1... Discriminator Loss: 1.0573... Generator Loss: 1.1443
Epoch 1/1... Discriminator Loss: 1.2749... Generator Loss: 0.8061 Epoch 1/1... Discriminator Loss: 1.0080... Generator Loss: 1.1450 Epoch 1/1... Discriminator Loss: 1.2906... Generator Loss: 0.6740 Epoch 1/1... Discriminator Loss: 1.0485... Generator Loss: 1.0679 Epoch 1/1... Discriminator Loss: 1.2042... Generator Loss: 0.9827 Epoch 1/1... Discriminator Loss: 0.9779... Generator Loss: 1.2990 Epoch 1/1... Discriminator Loss: 1.1627... Generator Loss: 0.8094 Epoch 1/1... Discriminator Loss: 1.1131... Generator Loss: 1.0845 Epoch 1/1... Discriminator Loss: 1.0210... Generator Loss: 1.1385 Epoch 1/1... Discriminator Loss: 1.1223... Generator Loss: 0.9451
Epoch 1/1... Discriminator Loss: 1.2572... Generator Loss: 0.7540 Epoch 1/1... Discriminator Loss: 1.2129... Generator Loss: 0.7290 Epoch 1/1... Discriminator Loss: 1.2497... Generator Loss: 0.9149 Epoch 1/1... Discriminator Loss: 1.5331... Generator Loss: 0.5344 Epoch 1/1... Discriminator Loss: 1.1071... Generator Loss: 1.0267 Epoch 1/1... Discriminator Loss: 1.4353... Generator Loss: 0.5487 Epoch 1/1... Discriminator Loss: 1.3596... Generator Loss: 0.9379 Epoch 1/1... Discriminator Loss: 1.3819... Generator Loss: 0.6746 Epoch 1/1... Discriminator Loss: 1.1827... Generator Loss: 1.0176 Epoch 1/1... Discriminator Loss: 0.9619... Generator Loss: 1.2176
Epoch 1/1... Discriminator Loss: 1.4394... Generator Loss: 0.7279 Epoch 1/1... Discriminator Loss: 1.3205... Generator Loss: 0.8008 Epoch 1/1... Discriminator Loss: 1.1471... Generator Loss: 0.9976 Epoch 1/1... Discriminator Loss: 1.3130... Generator Loss: 1.6471 Epoch 1/1... Discriminator Loss: 1.2446... Generator Loss: 0.8244 Epoch 1/1... Discriminator Loss: 1.0575... Generator Loss: 0.9557 Epoch 1/1... Discriminator Loss: 1.2158... Generator Loss: 0.8264 Epoch 1/1... Discriminator Loss: 1.0306... Generator Loss: 1.1848 Epoch 1/1... Discriminator Loss: 1.3679... Generator Loss: 0.6751 Epoch 1/1... Discriminator Loss: 0.9788... Generator Loss: 1.2044
Epoch 1/1... Discriminator Loss: 1.0883... Generator Loss: 0.8960 Epoch 1/1... Discriminator Loss: 1.3165... Generator Loss: 0.6977 Epoch 1/1... Discriminator Loss: 0.9210... Generator Loss: 1.6900 Epoch 1/1... Discriminator Loss: 1.1316... Generator Loss: 0.9708 Epoch 1/1... Discriminator Loss: 1.1749... Generator Loss: 0.9340 Epoch 1/1... Discriminator Loss: 1.2290... Generator Loss: 0.8422 Epoch 1/1... Discriminator Loss: 0.9824... Generator Loss: 1.1527 Epoch 1/1... Discriminator Loss: 1.2393... Generator Loss: 0.7706 Epoch 1/1... Discriminator Loss: 1.3633... Generator Loss: 0.7258 Epoch 1/1... Discriminator Loss: 1.1541... Generator Loss: 0.9244
Epoch 1/1... Discriminator Loss: 1.3363... Generator Loss: 0.6564 Epoch 1/1... Discriminator Loss: 1.2191... Generator Loss: 1.1889 Epoch 1/1... Discriminator Loss: 1.2525... Generator Loss: 0.8022 Epoch 1/1... Discriminator Loss: 1.2521... Generator Loss: 0.8705 Epoch 1/1... Discriminator Loss: 1.2560... Generator Loss: 0.7723 Epoch 1/1... Discriminator Loss: 1.1201... Generator Loss: 0.9682 Epoch 1/1... Discriminator Loss: 1.2312... Generator Loss: 0.7731 Epoch 1/1... Discriminator Loss: 1.1445... Generator Loss: 1.0452 Epoch 1/1... Discriminator Loss: 1.3932... Generator Loss: 0.6193 Epoch 1/1... Discriminator Loss: 1.4222... Generator Loss: 0.6666
Epoch 1/1... Discriminator Loss: 1.2819... Generator Loss: 0.7102 Epoch 1/1... Discriminator Loss: 1.0642... Generator Loss: 1.0045 Epoch 1/1... Discriminator Loss: 1.1282... Generator Loss: 0.9373 Epoch 1/1... Discriminator Loss: 1.0899... Generator Loss: 1.0429 Epoch 1/1... Discriminator Loss: 1.1753... Generator Loss: 0.8693 Epoch 1/1... Discriminator Loss: 0.7866... Generator Loss: 1.5398 Epoch 1/1... Discriminator Loss: 1.0561... Generator Loss: 1.1486 Epoch 1/1... Discriminator Loss: 1.1309... Generator Loss: 0.9688 Epoch 1/1... Discriminator Loss: 0.9965... Generator Loss: 1.0346 Epoch 1/1... Discriminator Loss: 1.5198... Generator Loss: 0.5093
Epoch 1/1... Discriminator Loss: 1.1273... Generator Loss: 0.8925 Epoch 1/1... Discriminator Loss: 1.3500... Generator Loss: 0.6177 Epoch 1/1... Discriminator Loss: 0.9932... Generator Loss: 1.1636 Epoch 1/1... Discriminator Loss: 1.1176... Generator Loss: 0.9340 Epoch 1/1... Discriminator Loss: 1.1560... Generator Loss: 0.9662 Epoch 1/1... Discriminator Loss: 1.2716... Generator Loss: 0.8272 Epoch 1/1... Discriminator Loss: 1.2044... Generator Loss: 0.8610 Epoch 1/1... Discriminator Loss: 1.1895... Generator Loss: 0.8864 Epoch 1/1... Discriminator Loss: 1.2419... Generator Loss: 0.8871 Epoch 1/1... Discriminator Loss: 1.4430... Generator Loss: 0.5451
Epoch 1/1... Discriminator Loss: 1.2824... Generator Loss: 0.7698 Epoch 1/1... Discriminator Loss: 1.4080... Generator Loss: 0.6222 Epoch 1/1... Discriminator Loss: 1.3106... Generator Loss: 0.7944 Epoch 1/1... Discriminator Loss: 1.1873... Generator Loss: 0.8178 Epoch 1/1... Discriminator Loss: 1.1451... Generator Loss: 1.1747 Epoch 1/1... Discriminator Loss: 0.9447... Generator Loss: 1.3423 Epoch 1/1... Discriminator Loss: 1.2985... Generator Loss: 0.6616 Epoch 1/1... Discriminator Loss: 1.4000... Generator Loss: 0.6048 Epoch 1/1... Discriminator Loss: 1.0829... Generator Loss: 1.0791 Epoch 1/1... Discriminator Loss: 1.1182... Generator Loss: 0.8821
Epoch 1/1... Discriminator Loss: 1.1296... Generator Loss: 0.9050 Epoch 1/1... Discriminator Loss: 1.1567... Generator Loss: 1.0517 Epoch 1/1... Discriminator Loss: 1.5069... Generator Loss: 0.5919 Epoch 1/1... Discriminator Loss: 1.0748... Generator Loss: 1.2299 Epoch 1/1... Discriminator Loss: 1.1896... Generator Loss: 1.0720 Epoch 1/1... Discriminator Loss: 1.2515... Generator Loss: 1.0247 Epoch 1/1... Discriminator Loss: 0.9789... Generator Loss: 1.3069 Epoch 1/1... Discriminator Loss: 1.4264... Generator Loss: 0.5718 Epoch 1/1... Discriminator Loss: 1.2409... Generator Loss: 0.8821 Epoch 1/1... Discriminator Loss: 1.1265... Generator Loss: 0.9479
Epoch 1/1... Discriminator Loss: 0.9978... Generator Loss: 1.2346 Epoch 1/1... Discriminator Loss: 1.1762... Generator Loss: 0.9283 Epoch 1/1... Discriminator Loss: 1.1176... Generator Loss: 0.9581 Epoch 1/1... Discriminator Loss: 1.0559... Generator Loss: 1.1167 Epoch 1/1... Discriminator Loss: 1.2478... Generator Loss: 0.7193 Epoch 1/1... Discriminator Loss: 0.8761... Generator Loss: 1.5492 Epoch 1/1... Discriminator Loss: 1.3591... Generator Loss: 0.7724 Epoch 1/1... Discriminator Loss: 0.9411... Generator Loss: 1.2753 Epoch 1/1... Discriminator Loss: 1.1472... Generator Loss: 0.9772 Epoch 1/1... Discriminator Loss: 1.0691... Generator Loss: 0.9663
Epoch 1/1... Discriminator Loss: 1.1721... Generator Loss: 1.0061 Epoch 1/1... Discriminator Loss: 1.2939... Generator Loss: 0.7481 Epoch 1/1... Discriminator Loss: 0.8674... Generator Loss: 1.3795 Epoch 1/1... Discriminator Loss: 1.2080... Generator Loss: 0.7656 Epoch 1/1... Discriminator Loss: 1.1769... Generator Loss: 0.8418 Epoch 1/1... Discriminator Loss: 1.1635... Generator Loss: 0.8546 Epoch 1/1... Discriminator Loss: 1.2494... Generator Loss: 0.7606 Epoch 1/1... Discriminator Loss: 1.3501... Generator Loss: 0.6096 Epoch 1/1... Discriminator Loss: 1.0599... Generator Loss: 0.9364 Epoch 1/1... Discriminator Loss: 1.1433... Generator Loss: 0.8617
Epoch 1/1... Discriminator Loss: 1.3312... Generator Loss: 0.8015 Epoch 1/1... Discriminator Loss: 1.3907... Generator Loss: 0.6535 Epoch 1/1... Discriminator Loss: 1.2414... Generator Loss: 0.7922 Epoch 1/1... Discriminator Loss: 1.5287... Generator Loss: 0.5004 Epoch 1/1... Discriminator Loss: 1.0947... Generator Loss: 1.0076 Epoch 1/1... Discriminator Loss: 1.0574... Generator Loss: 1.1111 Epoch 1/1... Discriminator Loss: 1.1313... Generator Loss: 1.0117 Epoch 1/1... Discriminator Loss: 1.2917... Generator Loss: 0.8617 Epoch 1/1... Discriminator Loss: 1.2443... Generator Loss: 0.8859 Epoch 1/1... Discriminator Loss: 1.4474... Generator Loss: 0.5841
Epoch 1/1... Discriminator Loss: 1.3038... Generator Loss: 0.7063 Epoch 1/1... Discriminator Loss: 1.0175... Generator Loss: 1.2043 Epoch 1/1... Discriminator Loss: 1.2454... Generator Loss: 0.9378 Epoch 1/1... Discriminator Loss: 1.4217... Generator Loss: 0.5975 Epoch 1/1... Discriminator Loss: 0.9363... Generator Loss: 1.2940 Epoch 1/1... Discriminator Loss: 1.0945... Generator Loss: 1.0128 Epoch 1/1... Discriminator Loss: 1.2522... Generator Loss: 0.7488 Epoch 1/1... Discriminator Loss: 1.0690... Generator Loss: 1.1421 Epoch 1/1... Discriminator Loss: 1.3205... Generator Loss: 0.7782 Epoch 1/1... Discriminator Loss: 1.0849... Generator Loss: 0.9776
Epoch 1/1... Discriminator Loss: 1.1108... Generator Loss: 0.9003 Epoch 1/1... Discriminator Loss: 1.3158... Generator Loss: 0.6200 Epoch 1/1... Discriminator Loss: 0.9950... Generator Loss: 1.2899 Epoch 1/1... Discriminator Loss: 1.0198... Generator Loss: 1.0906 Epoch 1/1... Discriminator Loss: 1.1990... Generator Loss: 0.8771 Epoch 1/1... Discriminator Loss: 1.0703... Generator Loss: 1.1433 Epoch 1/1... Discriminator Loss: 1.1416... Generator Loss: 0.8730 Epoch 1/1... Discriminator Loss: 1.2598... Generator Loss: 0.8517 Epoch 1/1... Discriminator Loss: 1.2111... Generator Loss: 0.9248 Epoch 1/1... Discriminator Loss: 1.2610... Generator Loss: 0.7805
Epoch 1/1... Discriminator Loss: 1.1150... Generator Loss: 1.0946 Epoch 1/1... Discriminator Loss: 1.2326... Generator Loss: 0.7675 Epoch 1/1... Discriminator Loss: 1.1457... Generator Loss: 0.9361 Epoch 1/1... Discriminator Loss: 1.0011... Generator Loss: 1.1596 Epoch 1/1... Discriminator Loss: 1.1956... Generator Loss: 0.9875 Epoch 1/1... Discriminator Loss: 1.0269... Generator Loss: 1.0585 Epoch 1/1... Discriminator Loss: 1.0177... Generator Loss: 1.0138 Epoch 1/1... Discriminator Loss: 1.2087... Generator Loss: 0.7528 Epoch 1/1... Discriminator Loss: 1.2496... Generator Loss: 0.8217 Epoch 1/1... Discriminator Loss: 1.0259... Generator Loss: 1.1584
Epoch 1/1... Discriminator Loss: 1.3115... Generator Loss: 0.6887 Epoch 1/1... Discriminator Loss: 1.0764... Generator Loss: 0.9571 Epoch 1/1... Discriminator Loss: 1.1104... Generator Loss: 0.9357 Epoch 1/1... Discriminator Loss: 1.0542... Generator Loss: 0.9744 Epoch 1/1... Discriminator Loss: 1.1008... Generator Loss: 1.0652 Epoch 1/1... Discriminator Loss: 1.1281... Generator Loss: 1.0115 Epoch 1/1... Discriminator Loss: 1.2714... Generator Loss: 0.7178 Epoch 1/1... Discriminator Loss: 1.1519... Generator Loss: 0.9013 Epoch 1/1... Discriminator Loss: 1.3260... Generator Loss: 0.6719 Epoch 1/1... Discriminator Loss: 1.4451... Generator Loss: 0.5545
Epoch 1/1... Discriminator Loss: 1.2863... Generator Loss: 0.7457 Epoch 1/1... Discriminator Loss: 1.2082... Generator Loss: 0.9313 Epoch 1/1... Discriminator Loss: 1.1123... Generator Loss: 1.1042 Epoch 1/1... Discriminator Loss: 1.2445... Generator Loss: 0.8152 Epoch 1/1... Discriminator Loss: 1.2100... Generator Loss: 0.9075 Epoch 1/1... Discriminator Loss: 1.3097... Generator Loss: 0.8938 Epoch 1/1... Discriminator Loss: 1.0082... Generator Loss: 1.2034 Epoch 1/1... Discriminator Loss: 1.2917... Generator Loss: 0.9578 Epoch 1/1... Discriminator Loss: 1.2932... Generator Loss: 0.7765 Epoch 1/1... Discriminator Loss: 1.1560... Generator Loss: 0.9817
Epoch 1/1... Discriminator Loss: 1.6716... Generator Loss: 0.5101 Epoch 1/1... Discriminator Loss: 1.2881... Generator Loss: 0.8013 Epoch 1/1... Discriminator Loss: 1.1196... Generator Loss: 0.9030 Epoch 1/1... Discriminator Loss: 1.2004... Generator Loss: 0.9343 Epoch 1/1... Discriminator Loss: 1.2566... Generator Loss: 0.7670 Epoch 1/1... Discriminator Loss: 1.0947... Generator Loss: 1.2036 Epoch 1/1... Discriminator Loss: 1.1275... Generator Loss: 0.9338 Epoch 1/1... Discriminator Loss: 1.4836... Generator Loss: 0.6745 Epoch 1/1... Discriminator Loss: 0.9425... Generator Loss: 1.4527 Epoch 1/1... Discriminator Loss: 1.5418... Generator Loss: 0.6376
Epoch 1/1... Discriminator Loss: 1.0061... Generator Loss: 1.3356 Epoch 1/1... Discriminator Loss: 0.9499... Generator Loss: 1.5627 Epoch 1/1... Discriminator Loss: 0.9831... Generator Loss: 1.0887 Epoch 1/1... Discriminator Loss: 1.3412... Generator Loss: 0.6622 Epoch 1/1... Discriminator Loss: 1.2279... Generator Loss: 0.7308 Epoch 1/1... Discriminator Loss: 1.1106... Generator Loss: 0.9280 Epoch 1/1... Discriminator Loss: 1.0845... Generator Loss: 0.9088 Epoch 1/1... Discriminator Loss: 1.2780... Generator Loss: 0.7644 Epoch 1/1... Discriminator Loss: 0.9163... Generator Loss: 1.4533 Epoch 1/1... Discriminator Loss: 1.0244... Generator Loss: 1.0585
Epoch 1/1... Discriminator Loss: 0.9758... Generator Loss: 1.0879 Epoch 1/1... Discriminator Loss: 1.2533... Generator Loss: 0.8251 Epoch 1/1... Discriminator Loss: 1.1435... Generator Loss: 0.8856 Epoch 1/1... Discriminator Loss: 1.1313... Generator Loss: 0.9754 Epoch 1/1... Discriminator Loss: 1.1001... Generator Loss: 1.1699 Epoch 1/1... Discriminator Loss: 1.1212... Generator Loss: 0.9149 Epoch 1/1... Discriminator Loss: 1.0981... Generator Loss: 1.0807 Epoch 1/1... Discriminator Loss: 0.9453... Generator Loss: 1.2068 Epoch 1/1... Discriminator Loss: 1.1883... Generator Loss: 0.8326 Epoch 1/1... Discriminator Loss: 1.2776... Generator Loss: 0.7758
Epoch 1/1... Discriminator Loss: 1.2998... Generator Loss: 0.7313 Epoch 1/1... Discriminator Loss: 1.2202... Generator Loss: 0.8557 Epoch 1/1... Discriminator Loss: 1.2492... Generator Loss: 0.8000 Epoch 1/1... Discriminator Loss: 1.1954... Generator Loss: 0.8172 Epoch 1/1... Discriminator Loss: 1.0126... Generator Loss: 1.1838 Epoch 1/1... Discriminator Loss: 1.2477... Generator Loss: 0.8337 Epoch 1/1... Discriminator Loss: 1.2380... Generator Loss: 0.7508 Epoch 1/1... Discriminator Loss: 1.1947... Generator Loss: 0.8637 Epoch 1/1... Discriminator Loss: 1.1125... Generator Loss: 0.8925 Epoch 1/1... Discriminator Loss: 0.8920... Generator Loss: 1.2690
Epoch 1/1... Discriminator Loss: 1.0993... Generator Loss: 1.0100 Epoch 1/1... Discriminator Loss: 1.4843... Generator Loss: 0.5776 Epoch 1/1... Discriminator Loss: 1.1759... Generator Loss: 0.9845 Epoch 1/1... Discriminator Loss: 1.0377... Generator Loss: 1.0511 Epoch 1/1... Discriminator Loss: 0.9678... Generator Loss: 1.2325 Epoch 1/1... Discriminator Loss: 1.0479... Generator Loss: 1.0187 Epoch 1/1... Discriminator Loss: 1.1774... Generator Loss: 0.9288 Epoch 1/1... Discriminator Loss: 1.0913... Generator Loss: 0.8770 Epoch 1/1... Discriminator Loss: 1.2271... Generator Loss: 0.7557 Epoch 1/1... Discriminator Loss: 1.2404... Generator Loss: 0.9570
Epoch 1/1... Discriminator Loss: 1.0627... Generator Loss: 1.0705 Epoch 1/1... Discriminator Loss: 1.1756... Generator Loss: 0.8453 Epoch 1/1... Discriminator Loss: 1.2588... Generator Loss: 0.6970 Epoch 1/1... Discriminator Loss: 0.9596... Generator Loss: 1.1258 Epoch 1/1... Discriminator Loss: 1.1198... Generator Loss: 0.9703 Epoch 1/1... Discriminator Loss: 1.3107... Generator Loss: 0.6434 Epoch 1/1... Discriminator Loss: 1.0337... Generator Loss: 1.0649 Epoch 1/1... Discriminator Loss: 1.1532... Generator Loss: 0.8907 Epoch 1/1... Discriminator Loss: 1.1411... Generator Loss: 0.8710 Epoch 1/1... Discriminator Loss: 1.4963... Generator Loss: 0.5850
Epoch 1/1... Discriminator Loss: 1.2132... Generator Loss: 0.8704 Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 1.0841 Epoch 1/1... Discriminator Loss: 1.2104... Generator Loss: 0.8229 Epoch 1/1... Discriminator Loss: 1.1074... Generator Loss: 1.0727 Epoch 1/1... Discriminator Loss: 0.9620... Generator Loss: 1.4789 Epoch 1/1... Discriminator Loss: 1.2732... Generator Loss: 0.7092
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.